EP4268452A1 - Bidirektionaler optischer fluss in der videocodierung - Google Patents
Bidirektionaler optischer fluss in der videocodierungInfo
- Publication number
- EP4268452A1 EP4268452A1 EP21844157.4A EP21844157A EP4268452A1 EP 4268452 A1 EP4268452 A1 EP 4268452A1 EP 21844157 A EP21844157 A EP 21844157A EP 4268452 A1 EP4268452 A1 EP 4268452A1
- Authority
- EP
- European Patent Office
- Prior art keywords
- sub
- block
- bdof
- blocks
- pixel
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
- 230000003287 optical effect Effects 0.000 title claims abstract description 46
- 238000000034 method Methods 0.000 claims abstract description 199
- 230000033001 locomotion Effects 0.000 claims description 321
- 238000012545 processing Methods 0.000 claims description 84
- 230000015654 memory Effects 0.000 claims description 64
- 238000007670 refining Methods 0.000 claims description 41
- 238000003860 storage Methods 0.000 claims description 29
- 239000013598 vector Substances 0.000 description 136
- 230000008569 process Effects 0.000 description 49
- 241000023320 Luma <angiosperm> Species 0.000 description 44
- OSWPMRLSEDHDFF-UHFFFAOYSA-N methyl salicylate Chemical compound COC(=O)C1=CC=CC=C1O OSWPMRLSEDHDFF-UHFFFAOYSA-N 0.000 description 44
- 238000013139 quantization Methods 0.000 description 30
- 238000000638 solvent extraction Methods 0.000 description 28
- 208000037170 Delayed Emergence from Anesthesia Diseases 0.000 description 20
- 238000005192 partition Methods 0.000 description 19
- 238000010586 diagram Methods 0.000 description 18
- 238000004891 communication Methods 0.000 description 17
- 238000004364 calculation method Methods 0.000 description 15
- 230000002123 temporal effect Effects 0.000 description 15
- 230000002146 bilateral effect Effects 0.000 description 13
- 238000009795 derivation Methods 0.000 description 12
- 230000006870 function Effects 0.000 description 9
- 230000005540 biological transmission Effects 0.000 description 8
- 239000011449 brick Substances 0.000 description 8
- 230000011664 signaling Effects 0.000 description 7
- PXFBZOLANLWPMH-UHFFFAOYSA-N 16-Epiaffinine Natural products C1C(C2=CC=CC=C2N2)=C2C(=O)CC2C(=CC)CN(C)C1C2CO PXFBZOLANLWPMH-UHFFFAOYSA-N 0.000 description 6
- 238000013500 data storage Methods 0.000 description 6
- 238000012546 transfer Methods 0.000 description 6
- 230000003044 adaptive effect Effects 0.000 description 5
- 238000012360 testing method Methods 0.000 description 5
- 101100025317 Candida albicans (strain SC5314 / ATCC MYA-2876) MVD gene Proteins 0.000 description 4
- 101150079299 MVD1 gene Proteins 0.000 description 4
- 238000003491 array Methods 0.000 description 4
- 239000000872 buffer Substances 0.000 description 4
- 230000006835 compression Effects 0.000 description 4
- 238000007906 compression Methods 0.000 description 4
- 238000005516 engineering process Methods 0.000 description 4
- 230000000007 visual effect Effects 0.000 description 4
- VBRBNWWNRIMAII-WYMLVPIESA-N 3-[(e)-5-(4-ethylphenoxy)-3-methylpent-3-enyl]-2,2-dimethyloxirane Chemical compound C1=CC(CC)=CC=C1OC\C=C(/C)CCC1C(C)(C)O1 VBRBNWWNRIMAII-WYMLVPIESA-N 0.000 description 3
- 238000006243 chemical reaction Methods 0.000 description 3
- 238000013461 design Methods 0.000 description 3
- 238000011161 development Methods 0.000 description 3
- 238000013138 pruning Methods 0.000 description 3
- 238000012935 Averaging Methods 0.000 description 2
- 101150114515 CTBS gene Proteins 0.000 description 2
- 230000008901 benefit Effects 0.000 description 2
- 230000002457 bidirectional effect Effects 0.000 description 2
- 238000004422 calculation algorithm Methods 0.000 description 2
- 230000001413 cellular effect Effects 0.000 description 2
- 238000004590 computer program Methods 0.000 description 2
- 230000001419 dependent effect Effects 0.000 description 2
- 229910003460 diamond Inorganic materials 0.000 description 2
- 239000010432 diamond Substances 0.000 description 2
- 239000000835 fiber Substances 0.000 description 2
- 239000011159 matrix material Substances 0.000 description 2
- 239000000203 mixture Substances 0.000 description 2
- 230000010267 cellular communication Effects 0.000 description 1
- 230000007423 decrease Effects 0.000 description 1
- 230000003247 decreasing effect Effects 0.000 description 1
- 230000000694 effects Effects 0.000 description 1
- 238000003780 insertion Methods 0.000 description 1
- 230000037431 insertion Effects 0.000 description 1
- 238000012432 intermediate storage Methods 0.000 description 1
- 230000001788 irregular Effects 0.000 description 1
- 239000004973 liquid crystal related substance Substances 0.000 description 1
- 230000007774 longterm Effects 0.000 description 1
- 230000006855 networking Effects 0.000 description 1
- 238000012805 post-processing Methods 0.000 description 1
- 238000007781 pre-processing Methods 0.000 description 1
- 230000009467 reduction Effects 0.000 description 1
- 230000004044 response Effects 0.000 description 1
- 238000000926 separation method Methods 0.000 description 1
- 238000001228 spectrum Methods 0.000 description 1
- 230000001360 synchronised effect Effects 0.000 description 1
Classifications
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/10—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
- H04N19/134—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the element, parameter or criterion affecting or controlling the adaptive coding
- H04N19/146—Data rate or code amount at the encoder output
- H04N19/147—Data rate or code amount at the encoder output according to rate distortion criteria
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/10—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
- H04N19/102—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the element, parameter or selection affected or controlled by the adaptive coding
- H04N19/103—Selection of coding mode or of prediction mode
- H04N19/105—Selection of the reference unit for prediction within a chosen coding or prediction mode, e.g. adaptive choice of position and number of pixels used for prediction
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/10—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
- H04N19/102—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the element, parameter or selection affected or controlled by the adaptive coding
- H04N19/119—Adaptive subdivision aspects, e.g. subdivision of a picture into rectangular or non-rectangular coding blocks
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/10—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
- H04N19/102—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the element, parameter or selection affected or controlled by the adaptive coding
- H04N19/132—Sampling, masking or truncation of coding units, e.g. adaptive resampling, frame skipping, frame interpolation or high-frequency transform coefficient masking
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/10—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
- H04N19/134—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the element, parameter or criterion affecting or controlling the adaptive coding
- H04N19/136—Incoming video signal characteristics or properties
- H04N19/137—Motion inside a coding unit, e.g. average field, frame or block difference
- H04N19/139—Analysis of motion vectors, e.g. their magnitude, direction, variance or reliability
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/10—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
- H04N19/134—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the element, parameter or criterion affecting or controlling the adaptive coding
- H04N19/157—Assigned coding mode, i.e. the coding mode being predefined or preselected to be further used for selection of another element or parameter
- H04N19/159—Prediction type, e.g. intra-frame, inter-frame or bidirectional frame prediction
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/10—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
- H04N19/169—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the coding unit, i.e. the structural portion or semantic portion of the video signal being the object or the subject of the adaptive coding
- H04N19/17—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the coding unit, i.e. the structural portion or semantic portion of the video signal being the object or the subject of the adaptive coding the unit being an image region, e.g. an object
- H04N19/176—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the coding unit, i.e. the structural portion or semantic portion of the video signal being the object or the subject of the adaptive coding the unit being an image region, e.g. an object the region being a block, e.g. a macroblock
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/50—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using predictive coding
- H04N19/503—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using predictive coding involving temporal prediction
- H04N19/51—Motion estimation or motion compensation
- H04N19/513—Processing of motion vectors
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/50—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using predictive coding
- H04N19/503—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using predictive coding involving temporal prediction
- H04N19/51—Motion estimation or motion compensation
- H04N19/577—Motion compensation with bidirectional frame interpolation, i.e. using B-pictures
Definitions
- This disclosure relates to video encoding and video decoding.
- Digital video capabilities can be incorporated into a wide range of devices, including digital televisions, digital direct broadcast systems, wireless broadcast systems, personal digital assistants (PDAs), laptop or desktop computers, tablet computers, e-book readers, digital cameras* digital recording devices, digital media players, video gaming devices, video game consoles, cellular or satellite radio telephones, so-called “smart phones,” video teleconferencing devices, video streaming devices, and die like.
- Digital video devices implement video coding techniques, such as those described in the standards defined by MPEG-2, MPEG-4, ITU-T H263, ITU-T H264/MPEG-4, Part 10, Advanced Video Coding (AVQ, ITU-T H265/High Efficiency Video Coding (HEVC), and extensions of such standards.
- the video devices may transmit; receive, encode, decode, and/or store digital video information more efficiently by implementing such video coding techniques.
- Video coding techniques include spatial (intra-picture) prediction and/or temporal (interpicture) prediction to reduce or remove redundancy inherent in video sequences.
- a video slice eg, a video picture or a portion of a video picture
- video blocks which may also be referred to as coding tree unite (CTUs), coding units (CUs) and/or coding nodes.
- Video blocks in an intnfrcoded (I) slice of a picture are encoded using spatial prediction with respect to reference samples in neighboring blocks in the same picture.
- Video blocks in an inter-coded (P or B) slice of a picture may use spatial prediction with respect to reference samples in neighboring blocks in die same picture or temporal prediction with respect to reference samples in other reference pictures.
- Pictures may be referred to as frames, and reference pictures may be referred to as reference frames.
- this disclosure describes techniques for decoder-side motion vector derivation (e.g., template matching, bilateral matching, decoder-side motion vector (MV) refinement, and/or bi-directional optical flow (BDOF)).
- decoder-side motion vector derivation e.g., template matching, bilateral matching, decoder-side motion vector (MV) refinement, and/or bi-directional optical flow (BDOF)
- the techniques of this disclosure may be applied to any of the existing video codecs, such as HEVC (High Efficiency Video Coding), VVC (Versatile Video Coding), Essential Video Coding (EVC) or be an efficient coding tool in any future video coding standards.
- HEVC High Efficiency Video Coding
- VVC Very Video Coding
- EVC Essential Video Coding
- a video encoder and a video decoder may be configured to selectively determine whether per-pixel BDOF is performed for sub-blocks of a block, or whether BDOF is bypassed. That is, the video coder may select one of per-pixel BDOF or that per-pixel BDOF (or BDOF generally) is bypassed.
- the example techniques may promote selection between coding modes that may provide better coding performance, such as when combined together (e.g., where the video coder determines that one of per-pixel BDOF is performed for a sub-block or BDOF is bypassed for the sub-block).
- determining whether to perform per-pixel BDOF or to bypass BDOF for a sub-block may be based on determining a distortion value and comparing the distortion value to a threshold value.
- the video coder may be configured to determine the distortion value in such a way that the calculations used to the determine the distortion value can be reused by the video coder when performing per-pixel BDOF. For example, if the video coder is to perform per-pixel BDOF, then the video coder may reuse the results from the calculation performed to determine the distortion value to perform per-pixel BDOF.
- the disclosure describes a method of decoding video data, the method comprising: determining that bi-directional optical flow (BDOF) is enabled for a block of the video data; dividing the block into a plurality of sub-blocks based on the determination that BDOF is enabled for the block; determining, for each sub-block of one or more sub-blocks of the plurality of sub-blocks, respective distortion values; determining that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values; determining prediction samples for each sub-block of the one or more sub-blocks based on the determination of per-pixel BDOF being performed or BDOF being bypassed; and reconstructing the block based on the prediction samples.
- BDOF bi-directional optical flow
- the disclosure describes a device for decoding video data, the device comprising: memory configured to store the video data; and processing circuitry coupled to the memory and configured to: determine that bi-directional optical flow (BDOF) is enabled for a block of the video data; divide the block into a plurality of sub- blocks based on the determination that BDOF is enabled for the block; determine, for each sub-block of one or more sub-blocks of the plurality of sub-blocks, respective distortion values; determine that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values; determine prediction samples for each sub- block of the one or more sub-blocks based on the determination of per-pixel BDOF being performed or BDOF being bypassed; and reconstruct the block based on the prediction samples.
- BDOF bi-directional optical flow
- the disclosure describes a computer-readable storage medium storing instructions thereon that when executed cause one or more processors to: determine that bi-directional optical flow (BDOF) is enabled for a block of video data; divide the block into a plurality of sub-blocks based on the determination that BDOF is enabled for the block; determine, for each sub-block of one or more sub-blocks of the plurality of sub-blocks, respective distortion values; determine that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub- blocks of the plurality of sub-blocks based on the respective distortion values; determine prediction samples for each sub-block of the one or more sub-blocks based on the determination of per-pixel BDOF being performed or BDOF being bypassed; and reconstruct the block based on the prediction samples.
- BDOF bi-directional optical flow
- the disclosure describes a device for decoding video data, the device comprising: means for determining that bi-directional optical flow (BDOF) is enabled for a block of the video data; means for dividing the block into a plurality of sub-blocks based on the determination that BDOF is enabled for the block; means for determining, for each sub-block of one or more sub-blocks of the plurality of sub- blocks, respective distortion values; means for determining that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values; means for determining prediction samples for each sub-block of the one or more sub-blocks based on the determination of per-pixel BDOF being performed or BDOF being bypassed; and means for reconstructing the block based on the prediction samples.
- BDOF bi-directional optical flow
- FIG. 1 is a block diagram illustrating an example video encoding and decoding system that may perform the techniques of this disclosure.
- FIGS. 2A and 2B are conceptual diagrams illustrating an example quadtree binary tree (QTBT) structure, and a corresponding coding tree unit (CTU).
- QTBT quadtree binary tree
- CTU coding tree unit
- FIG. 3 is a block diagram illustrating an example video encoder that may perform the techniques of this disclosure.
- FIG. 4 is a block diagram illustrating an example video decoder that may perform the techniques of this disclosure.
- FIGS. 5 A and 5B are conceptual diagrams illustrating examples of spatial neighboring motion vector candidates for merge mode and advanced motion vector predictor (AMVP) mode, respectively.
- FIGS. 6A and 6B are conceptual diagrams illustrating examples of a temporal motion vector predictor (TMVP) candidate and motion vector scaling, respectively.
- FIG. 7 is a conceptual diagram illustrating template matching performed on a search area around initial motion vector (MV).
- FIG. 8 is a conceptual diagram illustrating examples of motion vector differences that are proportional based on temporal distances.
- FIG. 9 is a conceptual diagram illustrating examples of motion vector differences that are mirrored regardless of temporal distances.
- FIG. 10 is a conceptual diagram illustrating an example of 3x3 square search pattern in the search range of [-8,8] .
- FIG. 11 is a conceptual diagram illustrating an example of decoding side motion vector refinement.
- FIG. 12 is a conceptual diagram illustrating an extended coding unit (CU) used in bi-directional optical flow (BDOF).
- FIG. 13 is a flowchart illustrating an example process of per-pixel BDOF with sub-block bypass.
- FIG. 14 is a conceptual diagram illustrating an example of per-pixel BDOF of an 8x8 sub-block.
- FIG. 15 is a flowchart illustrating an example method for decoding a current block in accordance with the techniques of this disclosure.
- FIG. 16 is a flowchart illustrating an example method for encoding a current block in accordance with the techniques of this disclosure.
- a video encoder may be configured to generate a prediction block from one or more reference blocks in one or more reference pictures with one or more motion vectors for the block.
- the video encoder determines a residual between the prediction block and the block, and signal information indicative of the residual and information used to determine the motion vector.
- a video decoder receives the information indicative of the residual and the information used to determine the motion vector.
- the video decoder determines the motion vectors), determines the reference block(s) from the motion vectors), and generates the prediction block.
- the video decoder adds the prediction block to the residual to reconstruct the block.
- the reference block and the prediction block are the same block. However, the reference block and the prediction block being the same is not required in all examples.
- the video encoder and video decoder may determine a first reference block based on a first motion vector, and a second reference block based on a second motion vector. The video encoder and video decoder may blend the first and second reference blocks to generate a prediction block. [0031] Moreover, in some examples, the video encoder and the video decoder may generate the prediction block based on adjustments to the sample values of the first and second reference blocks.
- BDOF bi-directional optical flow
- a prediction block may be considered as I (0 )(x,y) plus I (n (x,y).
- the video encoder and the video decoder may determine adjustment factors (i.e., b(x,y)) and add the adjustment factors to the prediction block as part of the process of determining the prediction samples. There may be additional scaling and offsetting of the result of to determine the prediction samples.
- the video encoder and the video decoder utilize the motion vector to determine adjustment factors (e.g., factors that multiplied or added) to adjust the sample values of the prediction block to generate the prediction samples.
- the video encoder and the video decoder may generate the prediction samples by adding corresponding samples of the first reference block, the second reference block, and corresponding values generated from motion refinement.
- BDOF techniques There may be various types of BDOF techniques.
- One example of BDOF is sub-block BDOF
- another example of BDOF techniques is per-pixel BDOF.
- the video encoder and the video decoder determine a motion refinement (also called refined motion) for the sub-block.
- the video encoder and the video decoder use the same motion refinement to adjust samples from a prediction block, where tire prediction block may be generated with a first reference block and a second reference block (e.g., a sum of the first reference block and the second reference block, or a weighted average of the first reference block and the second reference block).
- the video encoder and the video decoder may determine motion refinement factors that may be different for two or more samples in the current block.
- the video encoder and the video decoder may use the motion refinements (also called refined motions) determined on a per-pixel sample to adjust samples from a prediction block, which may be generated with the first reference block and the second reference block.
- BDOF or other refinement techniques may be selectively enabled at a block level, but whether BDOF is applied or not at a sub-block level may be inferred based on distortion values.
- the video encoder may enable BDOF for a block, and signal information indicating that BDOF is enabled for the block.
- the video decoder may divide the block into a plurality of subblocks based on the determination that BDOF is enabled for the block. Although BDOF is enabled for the block, the video decoder may determine whether BDOF is actually to be performed or bypassed on a sub-block -by-sub-block basis. For example, the video decoder determine, for each sub-block of one or more sub-blocks of the plurality of sub- blocks, respective distortion values.
- the video decoder may determine that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values. For example, the video decoder may determine a first distortion value for a first sub-block, and determine that per-pixel BDOF is performed for the first sub-block based on the first distortion value. The video decoder may determine a second distortion value for a second sub-block, and determine that BDOF is bypassed for the second sub-block based on the second distortion value, and so forth.
- the video decoder may perform per-pixel BDOF, and other BDOF techniques may not be available to the video decoder. That is, the video decoder may determine that one of per-pixel BDOF is performed or BDOF is bypassed for each subblock, in a sub-block-by-sub-block basis.
- the BDOF technique available to the video decoder may be per-pixel BDOF, and other BDOF techniques may not be available.
- the video decoder may determine distortion values for determining whether per-pixel BDOF is performed or whether BDOF is bypassed on a sub-block-by-sub-block basis.
- the video decoder may reuse calculations used to determine the distortion values for determining per-pixel motion refinement for per- pixel BDOF. For instance, for a first sub-block, a video decoder may determine a first distortion value. Assume that for the first sub-block, the video decoder determined that per-pixel BDOF is enabled.
- the video decoder may be configured to reuse the results from the calculation that the video decoder performed for determining that per-pixel BDOF is performed for determining the per-pixel motion refinement.
- the video decoder may be configured to determine prediction samples for each sub-block of the one or more sub-blocks based on the determination of per-pixel BDOF being performed or BDOF being bypassed. For example, assume that, for a sub-block, per-pixel BDOF is performed. In this example, the video decoder may generate prediction samples for the sub-block by refining samples of a prediction block (e.g., a block generated from combining two reference blocks) based on the per-pixel motion refinement. As another example, assume that, for a sub-block, BDOF is bypassed. In this example, the video decoder may not perform refinement of samples of a prediction block to generate the prediction samples.
- a prediction block e.g., a block generated from combining two reference blocks
- the samples of the prediction block may the same as the prediction samples (or possibly with some adjustment that is not based on BDOF).
- the video encoder and the video decoder may generate the prediction samples by determining a weighted average of corresponding samples in the first reference block and the second reference block.
- the video decoder may reconstruct the block based on the prediction samples.
- the video decoder may receive residual values indicative of a difference between the prediction samples and samples of the block, and add the residual values to the prediction samples to reconstruct the block.
- the above examples are described from the perspective of the video decoder.
- the video encoder may be configured to perform similar techniques. For instance, the prediction samples generated by the video decoder should be the same as the prediction samples generated by the video encoder. Therefore, the video encoder may perform similar techniques as those described above to determine the prediction samples in the same way as the video decoder.
- FIG. l is a block diagram illustrating an example video encoding and decoding system 100 that may perform the techniques of this disclosure.
- the techniques of this disclosure are generally directed to coding (encoding and/or decoding) video data.
- video data includes any data for processing a video.
- video data may include raw, unencoded video, encoded video, decoded (e.g., reconstructed) video, and video metadata, such as signaling data.
- system 100 includes a source device 102 that provides encoded video data to be decoded and displayed by a destination device 116, in this example.
- source device 102 provides the video data to destination device 116 via a computer-readable medium 110.
- Source device 102 and destination device 116 may comprise any of a wide range of devices, a including desktop computer, a notebook (i.e., laptop) computer, a mobile device, a tablet computer, a set-top box, a telephone handsets such as smartphones, a television, a camera, a display device, a digital media player, a video gaming console, a video streaming device, a broadcast receiver device, or the like.
- source device 102 and destination device 116 may be equipped for wireless communication, and thus may be referred to as wireless communication devices.
- source device 102 includes video source 104, memory 106, video encoder 200, and output interface 108.
- Destination device 116 includes input interface 122, video decoder 300, memory 120, and display device 118.
- video encoder 200 of source device 102 and video decoder 300 of destination device 116 may be configured to apply the techniques for decoder-side motion vector derivation techniques, such as template matching, bilateral matching, decoder-side motion vector (MV) refinement, and bi-directional optical flow.
- source device 102 represents an example of a video encoding device
- destination device 116 represents an example of a video decoding device.
- a source device and a destination device may include other components or arrangements.
- source device 102 may receive video data from an external video source, such as an external camera.
- destination device 116 may interface with an external display device, rather than include an integrated display device.
- System 100 as shown in FIG. 1 is merely one example.
- any digital video encoding and/or decoding device may perform techniques for decoder-side motion vector derivation techniques, such as template matching, bilateral matching, decoder-side motion vector (MV) refinement, and bi-directional optical flow (BDOF).
- Source device 102 and destination device 116 are merely examples of such coding devices in which source device 102 generates coded video data for transmission to destination device 116.
- This disclosure refers to a “coding” device as a device that performs coding (encoding and/or decoding) of data.
- video encoder 200 and video decoder 300 represent examples of coding devices, in particular, a video encoder and a video decoder, respectively.
- source device 102 and destination device 116 may operate in a substantially symmetrical manner such that each of source device 102 and destination device 116 includes video encoding and decoding components.
- system 100 may support one-way or two-way video transmission between source device 102 and destination device 116, e.g., for video streaming, video playback, video broadcasting, or video telephony.
- video source 104 represents a source of video data (i.e., raw, unencoded video data) and provides a sequential series of pictures (also referred to as “frames”) of the video data to video encoder 200, which encodes data for the pictures.
- Video source 104 of source device 102 may include a video capture device, such as a video camera, a video archive containing previously captured raw video, and/or a video feed interface to receive video from a video content provider.
- video source 104 may generate computer graphics-based data as the source video, or a combination of live video, archived video, and computer-generated video.
- video encoder 200 encodes the captured, pre-captured ? or computer-generated video data.
- Video encoder 200 may rearrange the pictures from the received order (sometimes referred to as “display order”) into a coding order for coding. Video encoder 200 may generate a bitstream including encoded video data. Source device 102 may then output the encoded video data via output interface 108 onto computer-readable medium 110 for reception and/or retrieval by, e.g., input interface 122 of destination device 116.
- Memory 106 of source device 102 and memory 120 of destination device 116 represent general purpose memories.
- memories 106, 120 may store raw video data, e.g., raw video from video source 104 and raw, decoded video data from video decoder 300. Additionally or alternatively, memories 106, 120 may store software instructions executable by, e.g., video encoder 200 and video decoder 300, respectively.
- memory 106 and memory 120 are shown separately from video encoder 200 and video decoder 300 in this example, it should be understood that video encoder 200 and video decoder 300 may also include internal memories for functionally similar or equivalent pinposes.
- memories 106, 120 may store encoded video data, e.g., output from video encoder 200 and input to video decoder 300.
- portions of memories 106, 120 may be allocated as one or more video buffers, e.g., to store raw, decoded, and/or encoded video data.
- Computer-readable medium 110 may represent any type of medium or device capable of transporting the encoded video data from source device 102 to destination device 116.
- computer-readable medium 110 represents a communication medium to enable source device 102 to transmit encoded video data directly to destination device 116 in real-time, e.g., via a radio frequency network or computer-based network.
- Output interface 108 may modulate a transmission signal including the encoded video data, and input interface 122 may demodulate the received transmission signal, according to a communication standard, such as a wireless communication protocol.
- the communication medium may comprise any wireless or wired communication medium, such as a radio frequency (RF) spectrum or one or more physical transmission lines.
- RF radio frequency
- the communication medium may form part of a packet- based network, such as a local area network, a wide-area network, or a global network such as the Internet.
- the communication medium- may include routers, switches, base stations, or any other equipment that may be useful to facilitate communication from source device 102 to destination device 116.
- source device 102 may output encoded data from output interface 108 to storage device 112.
- destination device 116 may access encoded data from storage device 112 via input interface 122.
- Storage device 112 may include any of a variety of distributed or locally accessed data storage media such as a hard drive, Blu-ray discs, DVDs, CD-ROMs, flash memory', volatile or non-volatile memory, or any other suitable digital storage media for storing encoded video data.
- source device 102 may output encoded video data to file server 114 or another intermediate storage device that may store the encoded video data generated by source device 102.
- Destination device 116 may access stored video data from file server 114 via streaming or download.
- File server 114 may be any type of server device capable of storing encoded video data and transmitting that encoded video data to the destination device 116.
- File server 114 may represent a web server (e.g., for a website), a server configured to provide a file transfer protocol service (such as File Transfer Protocol (FTP) or File Delivery over Unidirectional Transport (FLUTE) protocol), a content delivery' network (CDN) device, a hypertext transfer protocol (HTTP) server, a Multimedia Broadcast Multicast Service (MBMS) or Enhanced MBMS (eMBMS) server, and/or a network attached storage (NAS) device.
- a file transfer protocol service such as File Transfer Protocol (FTP) or File Delivery over Unidirectional Transport (FLUTE) protocol
- CDN content delivery' network
- HTTP hypertext transfer protocol
- MBMS Multimedia Broadcast Multicast Service
- eMBMS Enhanced MBMS
- NAS network attached storage
- File server 114 may, additionally or alternatively, implement one or more HTTP streaming protocols, such as Dynamic Adaptive Streaming over HTTP (DASH), Hl IP Live Streaming (HLS), Real Time Streaming Protocol (RTSP), HTTP Dynamic Streaming, or the like.
- HTTP streaming protocols such as Dynamic Adaptive Streaming over HTTP (DASH), Hl IP Live Streaming (HLS), Real Time Streaming Protocol (RTSP), HTTP Dynamic Streaming, or the like.
- Destination device 116 may access encoded video data from file server 114 through any standard data connection, including an Internet connection. This may include a wireless channel (e.g., a Wi-Fi connection), a wired connection (e.g., digital subscriber line (DSL), cable modem, etc.), or a combination of both that is suitable for accessing encoded video data stored on file server 114.
- Input interface 122 may be configured to operate according to any one or more of the various protocols discussed above for retrieving or receiving media data from file server 114, or other such protocols for retrieving media data.
- Output interface 108 and input interface 122 may represent wireless transmitters/receivers, modems, wired networking components (e.g., Ethernet cards), wireless communication components that operate according to any of a variety of IEEE 802.11 standards, or other physical components.
- output interface 108 and input interface 122 may be configured to transfer data, such as encoded video data, according to a cellular communication standard, such as 4G, 4G-LTE (Long-Term Evolution), LTE Advanced, 5G, or the like.
- output interface 108 comprises a wireless transmitter
- output interface 108 and input interface 122 may be configured to transfer data, such as encoded video data, according to other wireless standards, such as an IEEE 802.11 specification, an IEEE 802.15 specification (e.g., ZigBeeTM), a BluetoothTM standard, or the like.
- source device 102 and/or destination device 116 may include respective system-on-a-chip (SoC) devices.
- SoC system-on-a-chip
- source device 102 may include an SoC device to perform the functionality attributed to video encoder 200 and/or output interfece 108
- destination device 116 may include an SoC device to perform the functionality attributed to video decoder 300 and/or input interface 122.
- the techniques of this disclosure may be applied to video coding in support of any of a variety of multimedia applications, such as over-the-air television broadcasts, cable television transmissions, satellite television transmissions, Internet streaming video transmissions, such as dynamic adaptive streaming over HTTP (DASH), digital video that is encoded onto a data storage medium, decoding of digital video stored on a data storage medium, or other applications.
- multimedia applications such as over-the-air television broadcasts, cable television transmissions, satellite television transmissions, Internet streaming video transmissions, such as dynamic adaptive streaming over HTTP (DASH), digital video that is encoded onto a data storage medium, decoding of digital video stored on a data storage medium, or other applications.
- DASH dynamic adaptive streaming over HTTP
- Input interfece 122 of destination device 116 receives an encoded video bitstream from computer-readable medium 110 (e.g., a communication medium, storage device 112, file server 114, or the like).
- the encoded video bitstream may include signaling information defined by video encoder 200, which is also used by video decoder 300, such as syntax elements having values that describe characteristics and/or processing of video blocks or other coded units (e.g., slices, pictures, groups of pictures, sequences, orthe like).
- Display device 118 displays decoded pictures of the decoded video data to a user.
- Display device 118 may represent any of a variety of display devices such as a liquid crystal display (LCD), a plasma display, an organic light emitting diode (OLED) display, or another type of display device.
- LCD liquid crystal display
- OLED organic light emitting diode
- video encoder 200 and video decoder 300 may each be integrated with an audio encoder and/or audio decoder, and may include appropriate MUX-DEMUX units, or other hardware and/or software, to handle multiplexed streams including both audio and video in a common data stream. If applicable, MUX-DEMUX units may conform to the ITU H.223 multiplexer protocol, or other protocols such as the user datagram protocol (UDP).
- MUX-DEMUX units may conform to the ITU H.223 multiplexer protocol, or other protocols such as the user datagram protocol (UDP).
- Video encoder 200 and video decoder 300 each may be implemented as any of a variety of suitable encoder and/or decoder circuitry, such as one or more microprocessors, digital signal processors (DSPs), application specific integrated circuits (ASICs), field programmable gate arrays (FPGAs), discrete logic, software, hardware, firmware or any combinations thereof.
- DSPs digital signal processors
- ASICs application specific integrated circuits
- FPGAs field programmable gate arrays
- a device may store instructions for the software in a suitable, non- transitory computer-readable medium and execute the instructions in hardware using one or more processors to perform the techniques of this disclosure. That is, there may be a computer-readable storage medium storing instructions thereon that when executed cause one or more processors to perform the example techniques described in this disclosure.
- Each of video encoder 200 and video decoder 300 may be included in one or more encoders or decoders, either of which may be integrated as part of a combined encoder/decoder (CODEC) in a respective device.
- a device including video encoder 200 and/or video decoder 300 may comprise an integrated circuit, a microprocessor, and/or a wireless communication device, such as a cellular telephone.
- Video coding standards include ITU-T H.261, ISO/IEC MPEG-1 Visual, ITU-T H.262 or ISO/IEC MPEG-2 Visual, ITU-T H.263, ISO/IEC MPEG-4 Visual and ITU-T H.264 (also known as ISO/IEC MPEG-4 AVC), including its Scalable Video Coding (SVC) and Multi-view Video Coding (MVC) extensions.
- SVC Scalable Video Coding
- MVC Multi-view Video Coding
- High Efficiency Video Coding HEVC
- ITU-T H.265 including its range extension, multiview extension (MV-HEVC) and scalable extension (SHVC)
- JCT-VC Joint Collaboration Team on Video Coding
- JCT-3V Joint Collaboration Team on 3D Video Coding Extension Development
- ITU-T H.265 Joint Collaboration Team on 3D Video Coding Extension Development
- JCT-3V Joint Collaboration Team on 3D Video Coding Extension Development
- ITU-T H.265 "Series H: Audiovisual and Multimedia Systems, Infrastructure of Audiovisual Services-Coding of Moving Video, High efficiency Video Coding”
- ITU-T VCEG Q6/16
- ISO/IEC MPEG JTC 1/SC 29/WG 11
- JVET tire Joint Video Exploration Team
- Video encoder 200 and video decoder 300 may operate according to a video coding standard, such as ITU-T H.265, also referred to as High Efficiency Video Coding (HEVC) or extensions thereto, such as the multi-view and/or scalable video coding extensions.
- video encoder 200 and video decoder 300 may operate according to other proprietary or industry standards, such as ITU-T H.266, also referred to as Versatile Video Coding (WC).
- HEVC High Efficiency Video Coding
- WC Versatile Video Coding
- WC Draft 10 “Versatile Video Coding (Draft 10),” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11, 18 th Meeting: by teleconference, 22 June - 1 July 2020, JVET-S2001-vA (hereinafter “WC Draft 10”). Editorial refinement of WC Draft 10 is described in Brass, et al. “Versatile Video Coding Editorial Refinements on Draft 10,” Joint Video Experts Team (JVET) oflTU- T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11, 20 ,h Meeting: by teleconference, 7- 16 Oct. 2020, JVET-T2001-v2.
- VTM 10.0 Versatile Video Coding and Test Model 10
- JVET-T2002 Algorithm description for Versatile Video Coding and Test Model 11 (VTM 11),” JVET-T2002, Dec. 2020 (hereinafter JVET-T2002).
- JVET-T2002 Algorithm description for Versatile Video Coding and Test Model 11
- video encoder 200 and video decoder 300 may perform block-based coding of pictures.
- the term “block” generally refers to a structure including data to be processed (e.g., encoded, decoded, or otherwise used in the encoding and/or decoding process).
- a block may include a two-dimensional matrix of samples of luminance and/or chrominance data.
- video encoder 200 and video decoder 300 may code video data represented in a YUV (e.g., Y, Cb, Cr) format.
- YUV e.g., Y, Cb, Cr
- video encoder 200 and video decoder 300 may code luminance and chrominance components, where the chrominance components may include both red hue and blue hue chrominance components.
- video encoder 200 converts received RGB formatted data to a YUV representation prior to encoding
- video decoder 300 converts the YUV representation to the RGB format.
- pre- and post-processing units may perform these conversions.
- This disclosure may generally refer to coding (e.g., encoding and decoding) of pictures to include the process of encoding or decoding data of the picture.
- this disclosure may refer to coding of blocks of a picture to include the process of encoding or decoding data for the blocks, e.g., prediction and/or residual coding.
- An encoded video bitstream generally includes a series of values for syntax elements representative of coding decisions (e.g., coding modes) and partitioning of pictures into blocks.
- references to coding a picture or a block should generally be understood as coding values for syntax elements forming the picture or block.
- HEVC defines various blocks, including coding units (CUs), prediction units (PUs), and transform units (TUs).
- a video coder such as video encoder 200 partitions a coding tree unit (CTU) into CUs according to a quadtree structure. That is, the video coder partitions CTUs and CUs into four equal, nonoverlapping squares, and each node of the quadtree has either zero or four child nodes. Nodes without child nodes may be referred to as “leaf nodes,” and CUs of such leaf nodes may include one or more PUs and/or one or more TUs.
- the video coder may further partition PUs and TUs.
- a residual quadtree represents partitioning of TUs.
- PUs represent inter-prediction data
- TUs represent residual data.
- CUs that are intra-predicted include intra-prediction information, such as an intra-mode indication.
- video encoder 200 and video decoder 300 may be configured to operate according to WC.
- a video coder such as video encoder 200 partitions a picture into a plurality of coding tree units (CTUs).
- Video encoder 200 may partition a CTU according to a tree structure, such as a quadtree-binary' tree (QTBT) structure or Multi-Type Tree (MTT) structure.
- QTBT quadtree-binary' tree
- MTT Multi-Type Tree
- the QTBT structure removes the concepts of multiple partition types, such as the separation between CUs, PUs, and TUs of HEVC.
- a QTBT structure includes two levels: a first level partitioned according to quadtree partitioning, and a second level partitioned according to binary tree partitioning.
- a root node of the QTBT structure corresponds to a CTU.
- Leaf nodes of the binary trees correspond to coding units (CUs).
- blocks may be partitioned using a quadtree (QT) partition, a binary tree (BT) partition, and one or more types of triple tree (TT) (also called ternary tree (IT)) partitions.
- QT quadtree
- BT binary tree
- TT triple tree
- I ternary tree
- a triple or ternary tree partition is a partition where a block is split into three sub-blocks.
- a triple or ternary' tree partition divides a block into three sub-blocks without dividing the original block through the center.
- the partitioning types in MTT e.g., QT, BT, and TT
- video encoder 200 and video decoder 300 may use a single QTBT or MTT structure to represent each of the luminance and chrominance components, while in other examples, video encoder 200 and video decoder 300 may use two or more QTBT or MTT structures, such as one QTBT/MTT structure for the luminance component and another QTBT/MTT structure for both chrominance components (or two QTBT/MTT structures for respective chrominance components).
- Video encoder 200 and video decoder 300 may be configured to use quadtree partitioning per HEVC, QTBT partitioning, MTT partitioning, or other partitioning structures. For purposes of explanation, the description of the techniques of this disclosure is presented with respect to QTBT partitioning. However, it should be understood that the techniques of this disclosure may also be applied to video coders configured to use quadtree partitioning, or other types of partitioning as well.
- a CTU includes a coding tree block (CTB) of luma samples, two corresponding CTBs of chroma samples of a picture that has three sample arrays, or a CTB of samples of a monochrome picture or a picture that is coded using three separate color planes and syntax structures used to code the samples.
- a CTB may be an NxN block of samples for some value of N such that the division of a component into CTBs is a partitioning.
- a component is an array or single sample from one of the three arrays (luma and two chroma) that compose a picture in 4:2:0, 4:2:2, or 4:4:4 color format or the array or a single sample of the array that compose a picture in monochrome format.
- a coding block is an MxN block of samples for some values of M and N such that a division of a CTB into coding blocks is a partitioning.
- the blocks may be grouped in various ways in a picture.
- a brick may refer to a rectangular region of CTU rows within a particular tile in a picture.
- a tile may be a rectangular region of CTUs within a particular tile column and a particular tile row in a picture.
- a tile column refers to a rectangular region of CTUs having a height equal to the height of the picture and a width specified by syntax elements (e.g., such as in a picture parameter set).
- a tile row refers to a rectangular region of CTUs having a height specified by syntax elements (e.g., such as in a picture parameter set) and a width equal to the width of the picture.
- a tile may be partitioned into multiple bricks, each of which may include one or more CTU rows within the tile.
- a tile that is not partitioned into multiple bricks may also be referred to as a brick.
- a brick that is a true subset of a tile may not be referred to as a tile.
- the bricks in a picture may also be arranged in a slice.
- a slice may be an integer number of bricks of a picture that may be exclusively contained in a single network abstraction layer (NAL) unit.
- NAL network abstraction layer
- a slice includes either a number of complete tiles or only a consecutive sequence of complete bricks of one tile.
- an NxN CU generally has N samples in a vertical direction and N samples in a horizontal direction, where N represents a nonnegative integer value.
- the samples in a CU may be arranged in rows and columns.
- CUs need not necessarily have the same number of samples in the horizontal direction as in the vertical direction.
- CUs may comprise NxM samples, where M is not necessarily equal to N.
- Video encoder 200 encodes video data for CUs representing prediction and/or residual information, and other information.
- the prediction information indicates how the CU is to be predicted in order to form a prediction block for the CU.
- the residual information generally represents sample-by-sample differences between samples of the CU prior to encoding and the prediction block.
- video encoder 200 may generally form a prediction block for the CU through inter-prediction or intra-prediction.
- Inter-prediction generally refers to predicting the CU from data of a previously coded picture
- intra-prediction generally refers to predicting the CU from previously coded data of the same picture.
- video encoder 200 may generate the prediction block using one or more motion vectors.
- Video encoder 200 may generally perform a motion search to identify a reference block that closely matches the CU, e.g., in terms of differences between the CU and the reference block.
- Video encoder 200 may calculate a difference metric using a sum of absolute difference (SAD), sum of squared differences (SSD), mean absolute difference (MAD), mean squared differences (MSD), or other such difference calculations to determine whether a reference block closely matches the current CU.
- video encoder 200 may predict the current CU using uni-directional prediction or bi-directional prediction.
- VVC also provide an affine motion compensation mode, which may be considered an inter-prediction mode.
- affine motion compensation mode video encoder 200 may determine two or more motion vectors that represent non- translational motion, such as zoom in or out, rotation, perspective motion, or other irregular motion types.
- video encoder 200 may select an intra-prediction mode to generate the prediction block.
- VVC provides sixty-seven intra-prediction modes, including various directional modes, as well as planar mode and DC mode.
- video encoder 200 selects an intra-prediction mode that describes neighboring samples to a current block (e.g., a block of a CU) from which to predict samples of the current block. Such samples may generally be above, above and to the left, or to the left of the current block in the same picture as the current block, assuming video encoder 200 codes CTUs and CUs in raster scan order (left to right, top to bottom).
- Video encoder 200 encodes data representing the prediction mode for a current block. For example, for inter-prediction modes, video encoder 200 may encode data representing which of the various available inter-prediction modes is used, as well as motion information for the corresponding mode. For uni-directional or bi-directional inter-prediction, for example, video encoder 200 may encode motion vectors using advanced motion vector prediction (AMVP) or merge mode. Video encoder 200 may use similar modes to encode motion vectors for affine motion compensation mode. [0077] Following prediction, such as intra-prediction or inter-prediction of a block, video encoder 200 may calculate residual data for the block.
- AMVP advanced motion vector prediction
- video encoder 200 may calculate residual data for the block.
- the residual data such as a residual block, represents sample by sample differences between the block and a prediction block for the block, formed using the corresponding prediction mode.
- Video encoder 200 may apply one or more transforms to the residual block, to produce transformed data in a transform domain instead of the sample domain.
- video encoder 200 may apply a discrete cosine transform (DCT), an integer transform, a wavelet transform, or a conceptually similar transform to residual video data.
- DCT discrete cosine transform
- an integer transform an integer transform
- wavelet transform or a conceptually similar transform
- video encoder 200 may apply a secondary transform following the first transform, such as a mode-dependent non-separable secondary' transform (MDNSST), a signal dependent transform, a Karhunen-Loeve transform (KLT), or the like.
- Video encoder 200 produces transform coefficients following application of the one or more transforms.
- video encoder 200 may perform quantization of the transform coefficients.
- Quantization generally refers to a process in which transform coefficients are quantized to possibly reduce the amount of data used to represent the transform coefficients, providing further compression.
- video encoder 200 may reduce the bit depth associated with some or all of the transform coefficients. For example, video encoder 200 may round an n-bit value down to an m-bit value during quantization, where n is greater than m.
- video encoder 200 may perform a bitwise right-shift of the value to be quantized.
- video encoder 200 may scan the transform coefficients, producing a one-dimensional vector from the two-dimensional matrix including the quantized transform coefficients.
- the scan may be designed to place higher energy (and therefore lower frequency) transform coefficients at the front of the vector and to place lower energy (and therefore higher frequency) transform coefficients at the back of the vector.
- video encoder 200 may utilize a predefined scan order to scan the quantized transform coefficients to produce a serialized vector, and then entropy encode the quantized transform coefficients of the vector.
- video encoder 200 may perform an adaptive scan.
- video encoder 200 may entropy encode the one-dimensional vector, e.g., according to context-adaptive binary arithmetic coding (CABAC).
- Video encoder 200 may also entropy encode values for syntax elements describing metadata associated with the encoded video data for use by video decoder 300 in decoding the video data.
- CABAC context-adaptive binary arithmetic coding
- video encoder 200 may assign a context within a context model to a symbol to be transmitted.
- the context may relate to, for example, whether neighboring values of the symbol are zero-valued or not.
- the probability determination may be based on a context assigned to the symbol.
- Video encoder 200 may further generate syntax data, such as block-based syntax data, picture-based syntax data, and sequence-based syntax data, to video decoder 300, e.g., in a picture header, a block header, a slice header, or other syntax data, such as a sequence parameter set (SPS), picture parameter set (PPS), or video parameter set (VPS).
- Video decoder 300 may likewise decode such syntax data to determine how to decode corresponding video data.
- video encoder 200 may generate a bitstream including encoded video data, e.g., syntax elements describing partitioning of a picture into blocks (e.g., CUs) and prediction and/or residual information for the blocks.
- video decoder 300 may receive the bitstream and decode the encoded video data.
- video decoder 300 performs a reciprocal process to that performed by video encoder 200 to decode the encoded video data of the bitstream.
- video decoder 300 may decode values for syntax elements of the bitstream using CABAC in a maimer substantially similar to, albeit reciprocal to, the CABAC encoding process of video encoder 200.
- the syntax elements may define partitioning information for partitioning of a picture into CTUs, and partitioning of each CTU according to a corresponding partition structure, such as a QTBT structure, to define CUs of the CTU.
- the syntax elements may further define prediction and residual information for blocks (e.g., CUs) of video data.
- the residual information may be represented by, for example, quantized transform coefficients.
- Video decoder 300 may inverse quantize and inverse transform the quantized transform coefficients of a block to reproduce a residual block for the block.
- Video decoder 300 uses a signaled prediction mode (intra- or inter-prediction) and related prediction information (e.g., motion information for inter-prediction) to form a prediction block for the block.
- Video decoder 300 may then combine the prediction block and the residual block (on a sample-by-sample basis) to reproduce the original block.
- Video decoder 300 may perform additional processing, such as performing a deblocking process to reduce visual artifacts along boundaries of the block.
- video encoder 200 and video decoder 300 may be configured to perform bi-directional optical flow (BDOF).
- BDOF bi-directional optical flow
- video encoder 200 may be configured to perform BDOF as part of encoding the current block
- video decoder 300 may be configured to perform BDOF as part of decoding the current block.
- a video coder may be configured to divide an input block into a plurality of sub-blocks, wherein a size of the input block is less than or equal to a size of a coding unit, determine that bi-directional optical flow (BDOF) is to be applied to a sub-block of the plurality of sub-blocks based on a condition being satisfied, divide the sub-block into a plurality of sub-sub-blocks, determine a refined motion vector for one or more of the sub-sub-blocks, wherein the refine motion vector for a sub-sub-block of the one or more sub-sub-blocks is the same for a plurality of samples in the sub-sub- block, and perform BDOF for the sub-block based on the refined motion vector for the one or more sub-sub-blocks.
- BDOF bi-directional optical flow
- the video coder may be configured to divide an input block into a plurality of sub-blocks, wherein a size of the input block is less than or equal to a size of a coding unit, determine that bi-directional optical flow (BDOF) is to be applied to a sub-block of the plurality of sub-blocks based on a condition being satisfied, divide the sub-block into a plurality of sub-sub-blocks, determine a refined motion vector for each of one or more samples in the sub-block, and perform BDOF for the sub-block based on the refined motion vector for each of the one or more samples in the sub-block.
- BDOF bi-directional optical flow
- video encoder 200 or video decoder 300 may determine a refined motion vector for each of the one or more samples in the sub-block, and perform BDOF based on the refined motion vector for each of the one or more samples in the sub-block.
- performing BDOF based on the refined motion vector for each of the one or more samples in the sub-block is referred to as “per-pixel BDOF.”
- per-pixel BDOF a refined motion vector for each sample in the sub-block is separately determined, rather than having one refined motion vector that is the same for all samples in the sub-block.
- a refined motion vector may not necessarily mean that the motion vector for the sub-block is changed. Rather, the refined motion vector for a sample may be used to determine an amount by which a sample in a prediction block is adjusted to generate a prediction sample. For instance, for a first sample of a first sub-block, a first refined motion vector may indicate how much to adjust a first sample in the prediction block to generate a first prediction sample, for a second sample of the first sub-block, a second refined motion vector may indicate how much to adjust a second sample in the prediction to generate a second prediction sample, and so forth.
- video encoder 200 and video decoder 300 may determine that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of one or more sub-blocks of the block (e.g., input block) based on respective distortion values. For example, as described above, video encoder 200 and video decoder 300 may perform per-pixel BDOF based on a condition being satisfied. The condition being satisfied may be if a distortion value for a sub-block is greater than a threshold.
- the options for video encoder 200 and video decoder 300 may be set to either performing per-pixel BDOF or bypassing BDOF for a sub-block based on whether a distortion value for the sub-block is greater than a threshold or less than or equal to the threshold. For instance, in some techniques, it may be possible for video encoder 200 and video decoder 300 to perform per-pixel BDOF, but not determine whether BDOF is bypassed on sub-block-by-sub-block basis. In some techniques where BDOF could be bypassed on a sub-block-by-sub-block basis, per-pixel BDOF may not have been available. With the example techniques described in this disclosure, video encoder 200 and video decoder 300 may be configured to selectively perform per-pixel BDOF or bypass BDOF, which may result in better video compression that properly balances decoding overhead.
- video encoder 200 and video decoder 300 may be configured to determine that BDOF is enabled for a block of the video data, and divide the block into a plurality of sub-blocks based on the determination that BDOF is enabled for the block, or more generally, when BDOF is enabled for the block.
- Video encoder 200 and video decoder 300 may determine, for each sub-block of one or more sub-blocks of the plurality of sub-blocks, respective distortion values. Example ways in which to determine the respective distortion values is described in more detail below.
- Video encoder 200 and video decoder 300 may determine that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values, and determine prediction samples for each sub-block of the one or more sub-blocks based on the determination of per-pixel BDOF being performed or BDOF being bypassed.
- Video encoder 200 may determine residual values indicative of a difference between the prediction samples and samples of the block, and may signal residual values.
- Video decoder 300 may receive the residual values that are indicative of the difference between the prediction samples and the samples of the block, and may add the residual values to the prediction samples to reconstruct the block.
- video decoder 300 may be configured to receive information indicative of die residual values, from which video decoder 300 determines the residual values.
- This disclosure may generally refer to “signaling” certain information, such as syntax elements.
- the term “signaling” may generally refer to the communication of values for syntax elements and/or other data used to decode encoded video data. That is, video encoder 200 may signal values for syntax elements in the bitstream.
- signaling refers to generating a value in the bitstream.
- source device 102 may transport the bitstream to destination device 116 substantially in real time, or not in real time, such as might occur when storing syntax elements to storage device 112 for later retrieval by destination device 116.
- FIGS. 2A and 2B are conceptual diagrams illustrating an example quadtree binary tree (QTBT) structure 130, and a corresponding coding tree unit (CTU) 132.
- the solid lines represent quadtree splitting, and dotted lines indicate binary tree splitting.
- each split (i.e., non-leaf) node of the binary tree one flag is signaled to indicate which splitting type (i.e., horizontal or vertical) is used, where 0 indicates horizontal splitting and 1 indicates vertical splitting in this example.
- splitting type i.e., horizontal or vertical
- video encoder 200 may encode, and video decoder 300 may decode, syntax elements (such as splitting information) for a region tree level of QTBT structure 130 (i.e., the solid lines) and syntax elements (such as splitting information) for a prediction tree level of QTBT structure 130 (i.e., the dashed lines).
- Video encoder 200 may encode, and video decoder 300 may decode, video data, such as prediction and transform data, for CUs represented by terminal leaf nodes of QTBT structure 130.
- CTU 132 of FIG. 2B may be associated with parameters defining sizes of blocks corresponding to nodes of QTBT structure 130 at the first and second levels. These parameters may include a CTU size (representing a size of CTU 132 in samples), a miniminn quadtree size (MinQTSize, representing a minimum allowed quadtree leaf node size), a maximum binary tree size (MaxBTSize, representing a maximum allowed binary tree root node size), a maximum binary tree depth (MaxBTDepth, representing a maximum allowed binary tree depth), and a minimum binary tree size (MinBTSize, representing the minimum allowed binary tree leaf node size).
- CTU size representing a size of CTU 132 in samples
- MinQTSize representing a minimum allowed quadtree leaf node size
- MaxBTSize representing a maximum binary tree size
- MaxBTDepth representing a maximum allowed binary tree depth
- MinBTSize representing the minimum allowed binary tree leaf node size
- the root node of a QTBT structure corresponding to a CTU may have four child nodes at the first level of the QTBT structure, each of which may be partitioned according to quadtree partitioning. That is, nodes of the first level are either leaf nodes (having no child nodes) or have four child nodes.
- the example of QTBT structure 130 represents such nodes as including the parent node and child nodes having solid lines for branches. If nodes of the first level are not larger than the maximum allowed binary tree root node size (MaxBTSize), then the nodes can be further partitioned by respective binary trees.
- MaxBTSize maximum allowed binary tree root node size
- the binary tree splitting of one node can be iterated until the nodes resulting fiom the split reach the minimum allowed binary tree leaf node size (MinBTSize) or the maximum allowed binary tree depth (MaxBTDepth).
- MinBTSize minimum allowed binary tree leaf node size
- MaxBTDepth maximum allowed binary tree depth
- the example of QTBT structure 130 represents such nodes as having dashed lines for branches.
- the binary tree leaf node is referred to as a coding unit (CU), which is used for prediction (e.g., intra-picture or inter-picture prediction) and transform, without any further partitioning.
- CUs may also be referred to as “video blocks” or “blocks.”
- the CTU size is set as 128x128 (luma samples and two corresponding 64x64 chroma samples), the MinQTSize is set as 16x16, the MaxBTSize is set as 64x64, the MinBTSize (for both width and height) is set as 4, and the MaxBTDepth is set as 4.
- the quadtree partitioning is applied to the CTU first to generate quad-tree leaf nodes.
- the quadtree leaf nodes may have a size fiom 16x16 (i.e., the MinQTSize) to 128x128 (i.e., the CTU size).
- the quadtree leaf node is 128x128, the leaf quadtree node will not be further split by the binary tree, because the size exceeds the MaxBTSize (i.e., 64x64, in this example). Otherwise, the quadtree leaf node will be further partitioned by the binary tree. Therefore, the quadtree leaf node is also the root node for the binary tree and has the binary tree depth as 0. When the binary tree depth reaches MaxBTDepth (4, in this example), no further splitting is permitted.
- a binary tree node having a width equal to MinBTSize (4, in this example) implies that no further vertical splitting (that is, dividing of the width) is permitted for that binary tree node.
- a binary' tree node having a height equal to MinBTSize implies no further horizontal splitting (that is, dividing of the height) is permitted for that binary tree node.
- leaf nodes of the binary tree are referred to as CUs, and are further processed according to prediction and transform without further partitioning.
- FIG. 3 is a block diagram illustrating an example video encoder 200 that may perform the techniques of this disclosure.
- FIG. 3 is provided for purposes of explanation and should not be considered limiting of the techniques as broadly exemplified and described in this disclosure.
- this disclosure describes video encoder 200 according to the techniques of VVC (ITU-T H.266, under development), and HEVC (ITU-T H.265).
- VVC ITU-T H.266, under development
- HEVC ITU-T H.265
- the techniques of this disclosure may be performed by video encoding devices that are configured to other video coding standards.
- video encoder 200 includes video data memory 230, mode selection unit 202, residual generation unit 204, transform processing unit 206, quantization unit 208, inverse quantization unit 210, inverse transform processing unit 212, reconstruction unit 214, filter unit 216, decoded picture buffer (DPB) 218, and entropy encoding unit 220.
- Any or all of video data memory 230, mode selection unit 202, residual generation unit 204, transform processing unit 206, quantization unit 208, inverse quantization unit 210, inverse transform processing unit 212, reconstruction unit 214, filter unit 216, DPB 218, and entropy encoding unit 220 may be implemented in one or more processors or in processing circuitry.
- video encoder 200 may be implemented as one or more circuits or logic elements as part of hardware circuitry, or as part of a processor, ASIC, or FPGA.
- video encoder 200 may include additional or alternative processors or processing circuitry to perform these and other functions.
- Video data memory 230 may store video data to be encoded by the components of video encoder 200.
- Video encoder 200 may receive the video data stored in video data memory 230 from, for example, video source 104 (FIG. 1).
- DPB 218 may act as a reference picture memory that stores reference video data for use in prediction of subsequent video data by video encoder 200.
- Video data memory 230 and DPB 218 may be formed by any of a variety of memory devices, such as dynamic random access memory (DRAM), including synchronous DRAM (SDRAM), magnetoresistive RAM (MRAM), resistive RAM (RRAM), or other types of memory devices.
- Video data memory 230 and DPB 218 may be provided by the same memory device or separate memory devices.
- video data memory 230 may be on-chip with other components of video encoder 200, as illustrated, or off-chip relative to those components.
- reference to video data memory 230 should not be interpreted as being limited to memory internal to video encoder 200, unless specifically described as such, or memory external to video encoder 200, unless specifically described as such. Rather, reference to video data memory 230 should be understood as reference memory that stores video data that video encoder 200 receives for encoding (e.g., video data for a current block that is to be encoded). Memory 106 of FIG. 1 may also provide temporary storage of outputs from the various units of video encoder 200.
- the various units of FIG. 3 are illustrated to assist with understanding the operations performed by video encoder 200.
- the units may be implemented as fixed- function circuits, programmable circuits, or a combination thereof.
- Fixed-function circuits refer to circuits that provide particular functionality, and are preset on the operations that can be performed.
- Programmable circuits refer to circuits that can be programmed to perform various tasks, and provide flexible functionality in the operations that can be performed.
- programmable circuits may execute software or firmware that cause the programmable circuits to operate in the manner defined by instructions of the software or firmware.
- Fixed-function circuits may execute software instructions (e.g., to receive parameters or output parameters), but the types of operations that the fixed-function circuits perform are generally immutable.
- one or more of the units may be distinct circuit blocks (fixed-function or programmable), and in some examples, one or more of tire units may be integrated circuits.
- Video encoder 200 may include arithmetic logic units (ALUs), elementary function units (EFUs), digital circuits, analog circuits, and/or programmable cores, formed from programmable circuits.
- ALUs arithmetic logic units
- EFUs elementary function units
- digital circuits analog circuits
- programmable cores formed from programmable circuits.
- memory 106 FIG. 1 may store the instructions (e.g., object code) of the software that video encoder 200 receives and executes, or another memory within video encoder 200 (not shown) may store such instructions.
- Video data memory' 230 is configured to store received video data.
- Video encoder 200 may retrieve a picture of the video data from video data memory 230 and provide the video data to residual generation unit 204 and mode selection unit 202.
- Video data in video data memory- 230 may be raw video data that is to be encoded.
- Mode selection unit 202 includes a motion estimation unit 222, a motion compensation unit 224, and an intra-prediction unit 226.
- Mode selection unit 202 may include additional functional units to perform video prediction in accordance with other prediction modes.
- mode selection unit 202 may include a palette unit, an intra-block copy unit (which may be part of motion estimation unit 222 and/or motion compensation unit 224), an affine unit, a linear model (LM) unit, or the tike.
- Mode selection unit 202 generally coordinates multiple encoding passes to test combinations of encoding parameters and resulting rate-distortion values for such combinations.
- the encoding parameters may include partitioning of CTUs into CUs, prediction modes for the CUs, transform types for residual data of the CUs, quantization parameters for residual data of the CUs, and so on.
- Mode selection unit 202 may ultimately select the combination of encoding parameters having rate-distortion values that are better than the other tested combinations.
- Video encoder 200 may partition a picture retrieved from video data memory' 230 into a series of CTUs, and encapsulate one or more CTUs within a slice.
- Mode selection unit 202 may partition a CTU of the picture in accordance with a tree structure, such as the QTBT structure or the quad-tree structure of HEVC described above.
- video encoder 200 may form one or more CUs from partitioning a CTU according to the tree structure.
- mode selection unit 202 also controls the components thereof (e.g., motion estimation unit 222, motion compensation unit 224, and intra-prediction unit 226) to generate a prediction block for a current block (e.g., a current CU, or in HEVC, the overlapping portion of a PU and a TU).
- motion estimation unit 222 may perform a motion search to identify one or more closely matching reference blocks in one or more reference pictures (e.g., one or more previously coded pictures stored in DPB 218).
- motion estimation unit 222 may calculate a value representative of how similar a potential reference block is to the current block, e.g., according to sum of absolute difference (SAD), sum of squared differences (SSD), mean absolute difference (MAD), mean squared differences (MSD), or the like. Motion estimation unit 222 may generally perform these calculations using sample-by-sample differences between the current block and the reference block being considered. Motion estimation unit 222 may identify a reference block having a lowest value resulting from these calculations, indicating a reference block that most closely matches the current block.
- SAD sum of absolute difference
- SSD sum of squared differences
- MAD mean absolute difference
- MSD mean squared differences
- Motion estimation unit 222 may form one or more motion vectors (MVs) that defines the positions of the reference blocks in the reference pictures relative to the position of the current block in a current picture. Motion estimation unit 222 may then provide the motion vectors to motion compensation unit 224. For example, for unidirectional inter-prediction, motion estimation unit 222 may provide a single motion vector, whereas for bi-directional inter-prediction, motion estimation unit 222 may provide two motion vectors. Motion compensation unit 224 may then generate a prediction block using the motion vectors. For example, motion compensation unit 224 may retrieve data of the reference block using the motion vector. As another example, if the motion vector has fractional sample precision, motion compensation unit 224 may interpolate values for the prediction block according to one or more interpolation filters. Moreover, for bi-directional inter-prediction, motion compensation unit 224 may retrieve data for two reference blocks identified by respective motion vectors and combine the retrieved data, e.g., through sample-by-sample averaging or weighted averaging.
- MVs
- intraprediction unit 226 may generate the prediction block from samples neighboring the current block. For example, for directional modes, intra-prediction unit 226 may generally mathematically combine values of neighboring samples and populate these calculated values in the defined direction across the current block to produce the prediction block. As another example, for DC mode, intra-prediction unit 226 may calculate an average of the neighboring samples to the current block and generate the prediction block to include this resulting average for each sample of the prediction block.
- Mode selection unit 202 provides the prediction block to residual generation unit 204.
- Residual generation unit 204 receives a raw, unencoded version of the current block from video data memory 230 and the prediction block from mode selection unit 202.
- Residual generation unit 204 calculates sample-by-sample differences between the current block and the prediction block. The resulting sample-by-sample differences define a residual block for the current block.
- residual generation unit 204 may also determine differences between sample values in the residual block to generate a residual block using residual differential pulse code modulation (RDPCM).
- RPCM residual differential pulse code modulation
- residual generation unit 204 may be formed using one or more subtractor circuits that perform binary subtraction.
- each PU may be associated with a luma prediction unit and corresponding chroma prediction units.
- Video encoder 200 and video decoder 300 may support PUs having various sizes. As indicated above, the size of a CU may refer to the size of the luma coding block of the CU and the size of a PU may refer to the size of a luma prediction unit of the PU.
- video encoder 200 may support PU sizes of 2Nx2N or NxN for intra prediction, and symmetric PU sizes of 2Nx2N, 2NxN, Nx2N, NxN, or similar for inter prediction.
- Video encoder 200 and video decoder 300 may also support asymmetric partitioning for PU sizes of 2NxnU, 2NxnD, nLx2N, and nRx2N for inter prediction.
- each CU may be associated with a luma coding block and corresponding chroma coding blocks.
- the size of a CU may refer to the size of the luma coding block of the CU.
- the video encoder 200 and video decoder 300 may support CU sizes of 2Nx2N, 2NxN, or Nx2N.
- mode selection unit 202 For other video coding techniques such as an intra-block copy mode coding, an affine-mode coding, and linear model (LM) mode coding, as some examples, mode selection unit 202, via respective units associated with the coding techniques, generates a prediction block for the current block being encoded. In some examples, such as palette mode coding, mode selection unit 202 may not generate a prediction block, and instead generate syntax elements that indicate the manner in which to reconstruct the block based on a selected palette. In such modes, mode selection unit 202 may provide these syntax elements to entropy encoding unit 220 to be encoded.
- mode selection unit 202 via respective units associated with the coding techniques, generates a prediction block for the current block being encoded.
- mode selection unit 202 may not generate a prediction block, and instead generate syntax elements that indicate the manner in which to reconstruct the block based on a selected palette. In such modes, mode selection unit 202 may provide these syntax elements to entropy encoding unit 220 to be encoded.
- residual generation unit 204 receives the video data for the current block and the corresponding prediction block. Residual generation unit 204 then generates a residual block for the current block. To generate the residual block, residual generation unit 204 calculates sample-by-sample differences between the prediction block and the current block.
- Transform processing unit 206 applies one or more transforms to the residual block to generate a block of transform coefficients (referred to herein as a ‘'transform coefficient block”).
- Transform processing unit 206 may apply various transforms to a residual block to form the transform coefficient block.
- transform processing unit 206 may apply a discrete cosine transform (DCT), a directional transform, a Karhunen-Loeve transform (KLT), or a conceptually similar transform to a residual block.
- transform processing unit 206 may perform multiple transforms to a residual block, e.g., a primary transform and a secondary transform, such as a rotational transform.
- transform processing unit 206 does not apply transforms to a residual block.
- Quantization unit 208 may quantize the transform coefficients in a transform coefficient block, to produce a quantized transform coefficient block. Quantization unit 208 may quantize transform coefficients of a transform coefficient block according to a quantization parameter (QP) value associated with the current block. Video encoder 200 (e.g., via mode selection unit 202) may adjust the degree of quantization applied to the transform coefficient blocks associated with the current block by adjusting the QP value associated with the CU. Quantization may introduce loss of information, and thus, quantized transform coefficients may have lower precision than the original transform coefficients produced by transform processing unit 206.
- QP quantization parameter
- Inverse quantization unit 210 and inverse transform processing unit 212 may apply inverse quantization and inverse transforms to a quantized transform coefficient block, respectively, to reconstruct a residual block from the transform coefficient block.
- Reconstruction unit 214 may produce a reconstructed block corresponding to the current block (albeit potentially with some degree of distortion) based on the reconstructed residual block and a prediction block generated by mode selection unit 202. For example, reconstruction unit 214 may add samples of the reconstructed residual block to corresponding samples from the prediction block generated by mode selection unit 202 to produce the reconstructed block.
- Filter unit 216 may perform one or more filter operations on reconstructed blocks. For example, filter unit 216 may perform deblocking operations to reduce blockiness artifacts along edges of CUs. Operations of filter unit 216 may be skipped, in some examples.
- Video encoder 200 stores reconstructed blocks in DPB 218. For instance, in examples where operations of filter unit 216 are not performed, reconstruction unit 214 may store reconstructed blocks to DPB 218. In examples where operations of filter unit 216 are performed, filter unit 216 may store the filtered reconstructed blocks to DPB 218.
- Motion estimation unit 222 and motion compensation unit 224 may retrieve a reference picture from DPB 218, formed from the reconstructed (and potentially filtered) blocks, to inter-predict blocks of subsequently encoded pictures.
- intra-prediction unit 226 may use reconstructed blocks in DPB 218 of a current picture to intra-predict other blocks in the current picture.
- entropy encoding unit 220 may entropy encode syntax elements received from other functional components of video encoder 200. For example, entropy encoding unit 220 may entropy encode quantized transform coefficient blocks from quantization unit 208. As another example, entropy encoding unit 220 may entropy encode prediction syntax elements (e.g., motion information for inter-prediction or intra-mode information for intra-prediction) from mode selection unit 202. Entropy encoding unit 220 may perform one or more entropy encoding operations on the syntax elements, which are another example of video data, to generate entropy-encoded data.
- prediction syntax elements e.g., motion information for inter-prediction or intra-mode information for intra-prediction
- entropy encoding unit 220 may perform a context-adaptive variable length coding (CAVLC) operation, a CABAC operation, a variable-to-variable (V2V) length coding operation, a syntax-based context-adaptive binary' arithmetic coding (SBAC) operation, a Probability- Interval Partitioning Entropy (PIPE) coding operation, an Exponential-Golomb encoding operation, or another type of entropy encoding operation on the data.
- entropy encoding unit 220 may operate in bypass mode where syntax elements are not entropy encoded.
- Video encoder 200 may output a bitstream that includes the entropy encoded syntax elements needed to reconstruct blocks of a slice or picture.
- entropy encoding unit 220 may output tire bitstream.
- the operations described above are described with respect to a block. Such description should be understood as being operations for a luma coding block and/or chroma coding blocks.
- the luma coding block and chroma coding blocks are luma and chroma components of a CU.
- the luma coding block and the chroma coding blocks are luma and chroma components of a PU.
- operations performed with respect to a luma coding block need not be repeated for the chroma coding blocks.
- operations to identify a motion vector (MV) and reference picture for a luma coding block need not be repeated for identifying a MV and reference picture for the chroma blocks. Rather, the MV for the luma coding block may be scaled to determine the MV for the chroma blocks, and the reference picture may be the same.
- the intraprediction process may be the same for the luma coding block and the chroma coding blocks.
- Video encoder 200 represents an example of a device configured to encode video data including a memory configured to store video data, and one or more processing units implemented in circuitry' and configured to divide an input block into a plurality of sub-blocks, wherein a size of the input block is less than or equal to a size of a coding unit, determine that bi-directional optical flow (BDOF) is to be applied to a sub-block of the plurality of sub-blocks based on a condition being satisfied, divide the sub-block into a plurality of sub-sub-blocks, determine a refined motion vector for one or more of the sub-sub-blocks, wherein the refine motion vector for a sub-sub-block of the one or more sub-sub-blocks is the same for a plurality of samples in the sub-sub- block, and perform BDOF for the sub-block based on the refined motion vector for the one or more sub-sub-blocks.
- BDOF bi-directional optical flow
- the one or more processing units implemented in circuitry may be configured to divide an input block into a plurality of sub-blocks, wherein a size of the input block is less than or equal to a size of a coding unit, determine that bidirectional optical flow (BDOF) is to be applied to a sub-block of the plurality of subblocks based on a condition being satisfied, divide the sub-block into a plurality of sub- sub-blocks, determine a refined motion vector for each of one or more samples in the sub-block, and perform BDOF for the sub-block based on the refined motion vector for each of the one or more samples in the sub-block.
- BDOF bidirectional optical flow
- the processing circuitry of video encoder 200 may be configured to determine that bi-directional optical flow (BDOF) is enabled for a block of the video data, divide the block into a plurality of sub-blocks based on the determination that BDOF is enabled for the block, determine, for each sub-block of one or more sub-blocks of the plurality of sub-blocks, respective distortion values, determine that one of per-pixel BDOF is performed or BDOF is bypassed for each subblock of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values, determine prediction samples for each sub-block of the one or more sub-blocks based on the determination of per-pixel BDOF being performed or BDOF being bypassed, determine residual values indicative of a difference between the prediction samples and the block, and signal information indicative of the residual values.
- BDOF bi-directional optical flow
- FIG. 4 is a block diagram illustrating an example video decoder 300 that may perform the techniques of this disclosure.
- FIG. 4 is provided for purposes of explanation and is not limiting on the techniques as broadly exemplified and described in this disclosure.
- this disclosure describes video decoder 300 according to the techniques of VVC (ITU-T H.266, under development), and HE VC (ITU-T H.265).
- VVC VVC
- HE VC ITU-T H.265
- the techniques of this disclosure may be performed by video coding devices that are configured to other video coding standards.
- video decoder 300 includes coded picture buffer (CPB) memory 320, entropy decoding unit 302, prediction processing unit 304, inverse quantization unit 306, inverse transform processing unit 308, reconstruction unit 310, filter unit 312, and decoded picture buffer (DPB) 314.
- CPB memory 320, entropy decoding unit 302, prediction processing unit 304, inverse quantization unit 306, inverse transform processing unit 308, reconstruction unit 310, filter unit 312, and DPB 314 may be implemented in one or more processors or in processing circuitry.
- the units of video decoder 300 may be implemented as one or more circuits or logic elements as part of hardware circuitry, or as part of a processor, ASIC, or FPGA.
- video decoder 300 may include additional or alternative processors or processing circuitry to perform these and other functions.
- Prediction processing unit 304 includes motion compensation unit 316 and intraprediction unit 318. Prediction processing unit 304 may include additional units to perform prediction in accordance with other prediction modes. As examples, prediction processing unit 304 may include a palette unit, an intra-block copy unit (which may form part of motion compensation unit 316), an affine unit, a linear model (LM) unit, or the like. In other examples, video decoder 300 may include more, fewer, or different functional components.
- CPB memory' 320 may store video data, such as an encoded video bitstream, to be decoded by the components of video decoder 300.
- the video data stored in CPB memory 320 may be obtained, for example, from computer-readable medium 110 (FIG. 1).
- CPB memory' 320 may include a CPB that stores encoded video data (e.g., syntax elements) from an encoded video bitstream.
- CPB memory 320 may store video data other than syntax elements of a coded picture, such as temporary data representing outputs from the various units of video decoder 300.
- DPB 314 generally stores decoded pictures, which video decoder 300 may output and/or use as reference video data when decoding subsequent data or pictures of the encoded video bitstream.
- CPB memory 320 and DPB 314 may be formed by any of a variety of memory devices, such as DRAM, including SDRAM, MRAM, RRAM, or other types of memory devices.
- CPB memory- 320 and DPB 314 may be provided by the same memory' device or separate memorydevices.
- CPB memory 320 may be on-chip with other components of video decoder 300, or off-chip relative to those components.
- video decoder 300 may retrieve coded video data from memory 120 (FIG. 1). That is, memory 120 may store data as discussed above with CPB memory 320. Likewise, memory 120 may store instractions to be executed by video decoder 300, when some or all of the functionality of video decoder 300 is implemented in software to be executed by processing circuitry of video decoder 300.
- the various units shown in FIG. 4 are illustrated to assist with understanding the operations performed by video decoder 300.
- the units may be implemented as fixed- function circuits, programmable circuits, or a combination thereof. Similar to FIG. 3, fixed-function circuits refer to circuits that provide particular functionality, and are preset on the operations that can be performed.
- Programmable circuits refer to circuits that can be programmed to perform various tasks, and provide flexible functionality in the operations that can be performed. For instance, programmable circuits may execute software or firmware that cause the programmable circuits to operate in the manner defined by instructions of the software or firmware.
- Fixed-function circuits may execute software instructions (e.g., to receive parameters or output parameters), but the types of operations that the fixed-function circuits perform are generally immutable.
- one or more of the units may be distinct circuit blocks (fixed-function or programmable), and in some examples, one or more of the units may be integrated circuits.
- Video decoder 300 may include ALUs, EFUs, digital circuits, analog circuits, and/or programmable cores formed from programmable circuits. In examples where the operations of video decoder 300 are performed by software executing on the programmable circuits, on-chip or off-chip memon- may store instructions (e.g., object code) of the software that video decoder 300 receives and executes.
- instructions e.g., object code
- Entropy decoding unit 302 may receive encoded video data from the CPB and entropy decode the video data to reproduce syntax elements.
- Prediction processing unit 304, inverse quantization unit 306, inverse transform processing unit 308, reconstruction unit 310, and filter unit 312 may generate decoded video data based on the syntax elements extracted from the bitstream.
- video decoder 300 reconstructs a picture on a block-by-block basis.
- Video decoder 300 may perform a reconstruction operation on each block individually (where the block currently being reconstructed, i.e., decoded, may be referred to as a “current block”).
- Entropy decoding unit 302 may entropy decode syntax elements defining quantized transform coefficients of a quantized transform coefficient block, as well as transform information, such as a quantization parameter (QP) and/or transform mode indication(s).
- Inverse quantization unit 306 may use the QP associated with the quantized transform coefficient block to determine a degree of quantization and, likewise, a degree of inverse quantization for inverse quantization unit 306 to apply.
- Inverse quantization unit 306 may, for example, perform a bitwise left-shift operation to inverse quantize the quantized transform coefficients. Inverse quantization unit 306 may thereby form a transform coefficient block including transform coefficients.
- inverse transform processing unit 308 may apply one or more inverse transforms to the transform coefficient block to generate a residual block associated with the current block.
- inverse transform processing unit 308 may apply an inverse DCT, an inverse integer transform, an inverse Karhunen-Loeve transform (KLT), an inverse rotational transform, an inverse directional transform, or another inverse transform to the transform coefficient block.
- KLT Karhunen-Loeve transform
- prediction processing unit 304 generates a prediction block according to prediction information syntax elements that were entropy decoded by entropy decoding unit 302. For example, if the prediction information syntax elements indicate that the current block is inter-predicted, motion compensation unit 316 may generate the prediction block.
- the prediction information syntax elements may indicate a reference picture in DPB 314 from which to retrieve a reference block, as well as a motion vector identifying a location of the reference block in the reference picture relative to the location of the current block in the current picture.
- Motion compensation unit 316 may generally perform tire inter-prediction process in a manner that is substantially similar to that described with respect to motion compensation unit 224 (FIG. 3).
- intra-prediction unit 318 may generate the prediction block according to an intra-prediction mode indicated by the prediction information syntax elements. Again, intra-prediction unit 318 may generally perform the intra-prediction process in a manner that is substantially similar to that described with respect to intra-prediction unit 226 (FIG. 3). Intra-prediction unit 318 may retrieve data of neighboring samples to the current block from DPB 314.
- Reconstruction unit 310 may reconstruct the current block using the prediction block and the residual block. For example, reconstruction unit 310 may add samples of the residual block to corresponding samples of the prediction block to reconstruct the current block.
- Filter unit 312 may perform one or more filter operations on reconstructed blocks. For example, filter unit 312 may perform deblocking operations to reduce blockiness artifacts along edges of the reconstructed blocks. Operations of filter unit 312 are not necessarily performed in all examples.
- Video decoder 300 may store the reconstructed blocks in DPB 314. For instance, in examples where operations of filter unit 312 are not performed, reconstruction unit 310 may store reconstructed blocks to DPB 314. In examples where operations of filter unit 312 are performed, filter unit 312 may store the filtered reconstructed blocks to DPB 314. As discussed above, DPB 314 may provide reference information, such as samples of a current picture for intra-prediction and previously decoded pictures for subsequent motion compensation, to prediction processing unit 304. Moreover, video decoder 300 may output decoded pictures (e.g., decoded video) from DPB 314 for subsequent presentation on a display device, such as display device 118 of FIG 1.
- decoded pictures e.g., decoded video
- video decoder 300 represents an example of a video decoding device including a memory configured to store video data, and one or more processing units implemented in circuitry and configured to divide an input block into a plurality of sub-blocks, wherein a size of the input block is less than or equal to a size of a coding unit, determine that bi-directional optical flow (BDOF) is to be applied to a sub-block of the plurality of sub-blocks based on a condition being satisfied, divide the sub-block into a plurality of sub-sub-blocks, determine a refined motion vector for one or more of the sub-sub-blocks, wherein the refine motion vector for a sub-sub-block of the one or more sub-sub-blocks is the same for a plurality of samples in the sub-sub-block, and perform BDOF for the sub-block based on the refined motion vector for the one or more sub-sub-blocks.
- BDOF bi-directional optical flow
- the one or more processing units implemented in circuitry may be configured to divide an input block into a plurality of sub-blocks, wherein a size of the input block is less than or equal to a size of a coding unit, determine that bi- directional optical flow (BDOF) is to be applied to a sub-block of the plurality of sub- blocks based on a condition being satisfied, divide the sub-block into a plurality of sub- sub-blocks, determine a refined motion vector for each of one or more samples in the sub-block, and perform BDOF for the sub-block based on the refined motion vector for each of the one or more samples in the sub-block.
- BDOF bi- directional optical flow
- the processing circuitry e.g., motion compensation unit 316 of video decoder 300 may be configured to determine that bi-directional optical flow (BDOF) is enabled for a block of the video data, divide the block into a plurality of sub-blocks based on the determination that BDOF is enabled for the block, determine, for each sub-block of one or more sub-blocks of the plurality of sub-blocks, respective distortion values, determine that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values, determine prediction samples for each subblock of the one or more sub-blocks based on the determination of per-pixel BDOF being performed or BDOF being bypassed, and reconstruct the block based on the prediction samples.
- the processing circuitry may receive residual values indicative of a difference between the prediction samples and samples of the block, and add the residual values to the prediction samples to reconstruct the block.
- coding tree block CTB
- CTU coding tree unit
- a CTB contains a quad-tree the nodes of which are coding units.
- the size of a CTB can be ranges from 16x16 to 64x64 in the HEVC main profile (although technically 8x8 CTB sizes can be supported).
- a coding unit (CU) could be the same size of a CTB to as small as 8x8.
- Each coding unit is coded with one mode, i.e. inter or intra. When a CU is inter coded, it may be further partitioned into 2 or 4 prediction units (PUs) or become just one PU when further partition does not apply. When two PUs are present in one CU, they can be half size rectangles or two rectangle size with or size of the CU.
- each PU has one set of motion information, which is derived with a unique inter prediction mode.
- motion vector prediction In HEVC standard, there are two inter prediction modes, named merge (skip is considered as a special case of merge) and advanced motion vector prediction (AMVP) modes respectively for a prediction unit (PU).
- merge skip is considered as a special case of merge
- AMVP advanced motion vector prediction
- PU prediction unit
- MV motion vector candidate list
- the motion vectors), as well as reference indices in the merge mode, of the current PU are generated by taking one candidate from the MV candidate list.
- the MV candidate list contains up to 5 candidates for the merge mode and only two candidates for the AMVP mode.
- a merge candidate may contain a set of motion information, e.g., motion vectors corresponding to both reference picture lists (list 0 and list 1) and the reference indices. If a merge candidate is identified by a merge index, the reference pictures used for the prediction of the current blocks, as well as the associated motion vectors are determined.
- a reference index is to be explicitly signaled, together with an MV predictor (MVP) index to the MV candidate list since the AMVP candidate contains only a motion vector.
- MVP MV predictor
- the predicted motion vectors can be further refined.
- the candidates for both modes are derived similarly from the same spatial and temporal neighboring blocks.
- FIGS. 5 A and 5B are conceptual diagrams illustrating examples of spatial neighboring motion vector candidates for merge mode and advanced motion vector predictor (AMVP) mode, respectively.
- AMVP advanced motion vector predictor
- Spatial MV candidates are derived from the neighboring blocks shown in FIGS. 5A and 5B, for a specific PU (PUo) 500, although the methods generating the candidates from the blocks differ for merge and AMVP modes.
- PUo PUo
- up to four spatial MV candidates can be derived with the orders showed in FIG. 5 A with numbers, and the order is the following: left (0, Al), above (1, Bl), above right (2, B0), below left (3, A0), and above left (4, B2), as shown in FIG. 5 A
- the neighboring blocks are divided into two groups: left group consisting of the block 0 and 1 , and above group consisting of the blocks 2, 3, and 4 as shown in PUO 502 in FIG. 5B.
- the potential candidate in a neighboring block referring to the same reference picture as that indicated by the signaled reference index has the highest priority to be chosen to form a final candidate of the group. It is possible that all neighboring blocks do not contain a motion vector pointing to the same reference picture. Therefore, if such a candidate cannot be found, the first available candidate may be scaled to form the final candidate, thus the temporal distance differences can be compensated.
- the following describes temporal Motion Vector Prediction in HEVC.
- Temporal motion vector predictor (TMVP) candidate if enabled and available, is added into the MV candidate list after spatial motion vector candidates.
- the process of motion vector derivation for TMVP candidate is the same for both merge and AMVP modes, however the target reference index for the TMVP candidate in the merge mode is always set to 0.
- the primary block location for TMVP candidate derivation is the bottom right block outside of the collocated PU as shown in FIG. 6A as a block “T,” illustrated as block 602, to compensate the bias to the above and left blocks used to generate spatial neighboring candidates. However, if that block is located outside of the current CTB row or motion information is not available, the block is substituted with a center block of the PU, illustrated as block 604.
- Motion vector for TMVP candidate is derived from the co-located PU of the colocated picture, indicated in the slice level.
- the motion vector for the co-located PU is called collocated MV.
- the co-located MV is to be scaled to compensate the temporal distance differences, as shown in FIG. 6B.
- Motion vector scaling It is assumed that the value of motion vectors is proportional to the distance of pictures in the presentation time. A motion vector associates two pictures, the reference picture, and the picture containing the motion vector (namely the containing picture). When a motion vector is utilized to predict the other motion vector, the distance of the containing picture and the reference picture is calculated based on the Picture Order Count (POC) values.
- POC Picture Order Count
- both its associated containing picture and reference picture may be different. Therefore, a new distance (based on POC) is calculated. And the motion vector is scaled based on these two POC distances.
- the containing pictures for the two motion vectors are the same, while the reference pictures are different.
- motion vector scaling applies to both TMVP and AMVP for spatial and temporal neighboring candidates.
- Pruning process for candidate insertion Candidates from different blocks may happen to be the same, which decreases the efficiency of a merge/AMVP candidate list.
- a pruning process is applied to solve this problem. It compares one candidate against the others in the current candidate list to avoid inserting identical candidate in certain extent. To reduce the complexity', only limited numbers of pruning process is applied instead of comparing each potential one with all the other existing ones.
- Template matching (TM) prediction is a special merge mode based on Frame-Rate Up Conversion (FRUC) techniques. With this mode, motion information of a block is not signalled but derived at the decoder side (e.g., by video decoder 300). TM prediction is applied to both AMVP mode and regular merge mode. In AMVP mode, MVP candidate selection is determined based on template matching to pick up the one which reaches the minimal difference between current block template and reference block template. In regular merge mode, a TM mode flag is signalled to indicate the use of TM and then TM is applied to the merge candidate indicated by merge index for MV refinement.
- FRUC Frame-Rate Up Conversion
- template matching is used to derive motion information of the current CU by finding the closest match between a template (top and/or left neighboring blocks of the current CU) in the current frame 700 and a block (same size to the template) in a reference frame 702.
- the MVP of the AMVP candidate is refined by template matching.
- the merged MVs of the merge candidate corresponding to L0 and LI are refined independently by template matching and then the less accurate one is further refined again with the better one as a prior.
- w is a weighting factor which is empirically set to 4
- MV and MV S indicate the currently testing MV and the initial MV (i.e., an MVP candidate in AMVP mode or merged motion in merge mode), respectively.
- SAD sum of absolute difference
- TM motion is refined by using luma samples only.
- the derived motion may be used for both luma and chroma for MC (motion compensation) inter prediction.
- MV motion compensation
- final MC is performed using 8-taps interpolation filter for luma and 4-taps interpolation filter for chroma.
- MV refinement is a pattern based MV search with the criterion of template matching cost.
- Two search patterns are supported: a diamond search and a cross search for MV refinement.
- the MV is directly searched at quarter luma sample MVD accuracy with diamond pattern, follow r ed by quarter luma sample MVD accuracy with cross pattern, and then this is followed by one-eighth luma sample MVD refinement with cross pattern.
- the search range of MV refinement is set equal to (-8, +8) luma samples around the initial MV.
- Bilateral Matching also called Bilateral Merge
- BM Bilateral Merge prediction
- FRUC Frame-Rate Up Conversion
- the motion vector difference MVD0 800 (denoted by MV0 1 - MV0) and MVD1 802 (denoted by MV1 - MV1) pointing to the two reference blocks may be proportional to the temporal distances (TD), e.g. TD0 and TD1, between the current picture and the two reference pictures.
- FIG. 8 illustrates an example of MVD0 and MVD1 wherein, the TD1 is 4 times of TD0.
- FIG. 9 illustrates an example of mirrored MVD0 900 and MVD1 902 wherein, the TD1 is 4 times of TD0.
- Bilateral Matching performs a local search around the initial MVO and MV1 to derive the final MVO' and MV1'. The local search applies a 3x3 square search pattern to loop through the search range [-8, 8], In each search iteration, the bilateral matching cost of the eight surrounding MVs in the search pattern are calculated and compared to the bilateral matching cost of center MV.
- FIG. 10 illustrates an example of the 3x3 square search pattern 1000 in the search range [-8, 8],
- decoder-side motion vector refinement To increase the accuracy of the MVs of the merge mode, a decoder side motion vector refinement (DMVR) is applied in WC. In bi-prediction operation, a refined MV is searched around the initial MVs in the reference picture list L0 and reference picture list LI. The DMVR method calculates the distortion between the two candidate blocks in the reference picture list LO and list LI . As illustrated in FIG. 11 , the SAD between the blocks 1102 and 1100 based on each MV candidate around the initial MV is calculated.
- DMVR decoder side motion vector refinement
- the MV candidate with the lowest SAD becomes the refined MV and used to generate the bi-predicted signal.
- the refined MV derived by DMVR process is used to generate the inter prediction samples and also used in temporal motion vector prediction for future pictures coding. While the original MV is used in deblocking process and also used in spatial motion vector prediction for future CU coding.
- DMVR is a sub-block based merge mode with a pre-defined maximum processing unit of 16x16 luma samples.
- the CU may be further split into subblocks with width and/or height equal to 16 luma samples.
- MV . offset represents the refinement offset between the initial MV and the refined MV in one of the reference pictures.
- the refinement search range is two integer luma samples from the initial MV.
- the searching includes the integer sample offset search stage and fractional sample refinement stage.
- 25 points full search is applied for integer sample offset searching.
- the SAD of the initial MV pair is first calculated. If the SAD of the initial MV pair is smaller than a threshold, the integer sample stage of DMVR is terminated. Otherwise SADs of the remaining 24 points are calculated and checked in raster scanning order. The point with the smallest SAD is selected as the output of integer sample offset searching stage. To reduce the penalty of the uncertainty of DMVR refinement, the original MV during the DMVR process may be favored.
- the SAD between the reference blocks referred by the initial MV candidates is decreased by 1/4 of the SAD value.
- the integer sample search is followed by fractional sample refinement.
- the fractional sample refinement is derived by using parametric error surface equation, instead of additional search with SAD comparison.
- the fractional sample refinement is conditionally invoked based on the output of the integer sample search stage. When the integer sample search stage is terminated with center having the smallest SAD in either the first iteration or the second iteration search, the fractional sample refinement is further applied.
- the following describes bilinear-interpolation and sample padding.
- VVC the resolution of the MVs is 1/16 luma samples.
- the samples at the fractional position are interpolated using an 8-tap interpolation filter.
- DMVR the search points are surrounding the initial fractional-pel MV with integer sample offset, therefore the samples of those fractional position may be interpolated for DMVR search process.
- the bi-linear interpolation filter is used to generate the fractional samples for the searching process in DMVR.
- the DVMR does not access more reference samples compared to the normal motion compensation process.
- the normal 8-tap interpolation filter is applied to generate the final prediction.
- the samples which is not needed for the interpolation process based on the original MV but is needed for the interpolation process based on the refined MV, will be padded from those available samples.
- CU level merge mode with bi-prediction MV b One reference picture is in the past and another reference picture is in the future with respect to the current picture c.
- the distances (i.e. POC difference) from both reference pictures to the current picture are same d.
- CU has more than 64 luma samples e .
- Both CU height and CU width are larger than or equal to 8 luma samples f.
- BCW bi-prediction with CU-level Weights
- weight index indicates equal weight g.
- WP weighted prediction
- Bi-directional optical flow is used to refine the bi-prediction signal of luma samples in a CU at tire 4x4 sub-block level.
- the BDOF mode is based on the optical flow concept, which assumes that the motion of an object is smooth.
- a motion refinement is calculated by minimizing tire difference between the L0 and LI prediction samples. The motion refinement is then used to adjust the bi- predicted sample values in the 4x4 sub-block.
- video encoder 200 and video decoder determine that BDOF is enabled for a block, and may divide the block into a plurality of sub-blocks when BDOF is enabled for the block.
- video encoder 200 and video decoder 300 may determine a first reference block from a first motion vector for the block, and a second reference block from a second motion vector for the block.
- Video encoder 200 and video decoder 300 may blend (e.g., weighted average) the samples in the first reference block and tire samples in the second reference block to generate a prediction block.
- Video encoder 200 and video decoder 300 may determine the motion refinement, and adjust the samples in the prediction block to generate prediction samples used for encoding or decoding the samples of the sub-block.
- video encoder 200 and video decoder 300 may determine a motion refinement that is the same for each sample in the sub-block (i.e., a sub-block level motion refinement, referred to as sub-block BDOF).
- video encoder 200 and video decoder 300 may determine a motion refinement or each samples in the sub-block (i.e., a sample level motion refinement, referred to as per-pixel BDOF).
- the horizontal and vertical gradients, of the two prediction signals are computed by directly calculating the difference between two neighboring samples, i.e.,
- the motion refinemen is then derived using the cross- and auto- correlation terms using the following.
- the motion refinement is for the sub-block.
- the per-pixel motion refinement calculation is described in more detail below.
- the BDOF samples of the CU are calculated by adjusting the bi- prediction samples as follows: Wherein, shifts is set equal to Max(3, 15 - BitDepth) and the variable is set equal to
- l (0) refers to a first reference block, refers to a second reference block, and is the adjustment value that is determined based on the motion refinement for the sub-block.
- b(x,y) may be considered as adjusting the prediction block.
- there may be an addition of and right shift operation by shifts to generate the prediction samples (pred BDOF (x,y)).
- video encoder 200 and video decoder 300 may determine a per-pixel motion refinement (v x ’, v y ’). That is, rather than there being one motion refinement for the sub-block, as in sub-block BDOF, in per-pixel BDOF, there may be a different motion refinement for each sample (e.g., pixel). Video encoder 200 and video decoder 300 may determine an adjustment value b’(x,y) for each sample based on the corresponding per-pixel motion refinement for that sample, rather than using the motion refinement that is the same for the subblock.
- the values from equation 1-6-6 are selected such that the multipliers in the BDOF process do not exceed 15-bit, and the maximum bit-width of the intermediate parameters in the BDOF process is kept within 32-bit.
- the BDOF uses one extended rowVcolumn around the boundaries of CU 1200.
- video encoder 200 and video decoder 300 may generate prediction samples in the extended area (white positions) by taking the reference samples at the nearby integer positions (using floor( )peration on the coordinates) directly without interpolation, and the normal 8-tap motion compensation interpolation filter is used to generate prediction samples within the CU (gray positions).
- These extended sample values may be used in gradient calculation only. For the remaining steps in the BDOF process, if any sample and gradient values outside of the CU boundaries are needed, the sample and gradient values are padded (i.e., repeated) from their nearest neighbors.
- BDOF is used to refine the bi-prediction signal (e.g., sum of first reference block and second reference block) of a CU at the 4x4 subblock level.
- BDOF is applied to a CU if all of the following conditions are satisified: a.
- the CU is coded using “true” bi-prediction mode, i.e., one of the two reference pictures is prior to the current picture in display order and the other is after the current picture in display order b.
- the CU is not coded using affine mode or the ATMVP merge mode c.
- CU has more than 64 luma samples d. Both CU height and CU width are larger than or equal to 8 luma samples e .
- BCW weight index indicates equal weight f.
- WP is not enabled for the current CU g.
- CIIP mode is not used for the current CU
- the BDOF method is used to refine the bi-prediction signal of luma samples in a coding block at the 4x4 sub-block level.
- the motion refinement is derived by minimizing the difference between the L0 and LI prediction samples in 6x6 luma samples regions.
- the L0 prediction samples refers to samples of a first reference block
- the LI prediction samples refers to the sample of a second reference block.
- the motion refinement is then used to adjust each prediction sample of the 4x4 sub-block.
- a luma sample in the 4x4 sub-block may have a different motion refinement characteristic compared to other luma samples in the 4x4 sub-block. Calculating the motion refinement at the pixel level can improve the accuracy of the motion refinement for each pixel, therefore it can improve the sub-block or block prediction quality.
- BDOF is a decoder side process
- the complexity of BDOF is also an important aspect to be considered when design a video coding method.
- the complexity of BDOF can be 16 times compared to the current BDOF at the 4x4 sub-block level. In other words, the current 4x4 sub-block BDOF does not achieve the best prediction quality.
- the per- pixel BDOF has better prediction quality, but the complexity is a problem for the video coding.
- the prediction signal of a sub-area within the 16x 16 sub-block may need to be refined by BDOF.
- the BDOF bypass of WC Draft 10 scheme can not apply BDOF at a sub-area within the 16* 16 sub-block and in the meanwhile, bypass BDOF at other sub-areas.
- a first aspect relates to bypassing sub-block BDOF.
- video encoder 200 and/or video decoder 300 may bypass BDOF process for a sub area of the coding block.
- the BDOF process for the first aspect may be as follows. a.
- the BDOF process starts with an input block (name as S 1), wherein, S 1 has a dimension wherein, the dimension of SI is equal or less than the dimension of the coding block.
- S 1 has a dimension wherein, the dimension of SI is equal or less than the dimension of the coding block.
- the preceded process is block based, the dimension of SI is equal as the coding block.
- the preceded process is sub-block bases (subblock partition due to hardware constrain or from previous processing stage)
- the dimension of SI is less than the coding block).
- the input block SI is divided to N sub-blocks (name as S2), wherein, S2 has a dimension W_2xH_2, wherein, the dimension of S2 is equal or less than the dimension of S 1.
- S2 For each S2, determined by a condition T, S2 is decided to whether apply BDOF or not.
- the condition T is to check whether the SAD between two prediction signals in reference picture 0 and reference picture 1 are less than a threshold or not.
- the subblock in this step defines a basic unit for decision of whether to apply BDOF to all the samples within the unit. c.
- S3 When decided to apply BDOF to a S2, S2 is divided to M sub-blocks (name as S3), wherein, S3 has a dimension W_3xH_3, wherein, the dimension of S3 is equal or less than the dimension of S2.
- the BDOF process is applied to derive a refined motion vector and use the derived motion vector to derive the prediction signal of S3 (either through motion compensation or adding offset to the initial predicted signal).
- the subblock in this step defines the unit for the granularity of the refined motion vector, all the samples within the unit share the same refined motion.
- blocks SI, S2 and S3 are defined.
- the dimension of S3 may be equal or less than S2, and the dimension of S2 may be equal or less than SI.
- W_3 is equal or less than W_2 and H_3 is equal or less than H_2, and W_2 is equal or less than W_1 and H_2 is equal or less than H l .
- the sizes may be fixed, adapted to the picture resolution, or signalled in the bitstream.
- W_3 is equal to 1 and H_3 is equal to 1, where S3 is pixel based.
- This case may be a per-pixel BDOF process.
- SI is the coding block, regardless a preceded sub-block based process is applied to the coding block or not.
- a second aspect relates to per-pixel BDOF with sub-block BDOF bypass scheme.
- SI WxH coding block
- BDOF bi- directional optical flow
- the coding block is divided to N sub-blocks (S2).
- S2 For each sub-block, whether to apply BDOF to the sub-block or not is further determined by checking whether the SAD between two prediction signals in reference picture 0 and reference picture 1 is less than a threshold or not. If decided to apply BDOF to the sub- block, a refined motion vector s calculated for each pixel (S3) within the sub- block (S2). The refined motion vector is used to adjust the predicted signal for that pixel (S3) within the sub-block (S2).
- video encoder 200 and video decoder 300 may determine that BDOF is enabled for a block of video data, and video encoder 200 and video decoder 300 may divide the block into a plurality of sub-blocks based on the determination that BDOF is enabled for the block.
- the indices range from 0 to N-l.
- Video encoder 200 and video decoder 300 may determine whether prediction samples for all sub-blocks in the blocks have been determined, as represented by i ⁇ N (1302). If prediction samples for all sub-blocks have been determined (NO of 1302), video encoder 200 and video decoder 300 may end the process of determining prediction samples for the sub-blocks. However, if prediction samples for all sub- blocks have not been determined (YES of 1302), then video encoder 200 and video decoder 300 may continue the process of determining prediction samples of a current sub-block of the plurality of sub-blocks that the block was divided into.
- video encoder 200 and video decoder 300 may determine a distortion value (1304). As determination for the distortion value may be done on a sub-block-by-sub-block basis, video encoder 200 and video decoder 300 may be considered as determining, for each sub-block of one or more sub-blocks of the plurality of sub-blocks, respective distortion values (e.g., first distortion value for first sub-block, second distortion value for second sub-block, and so forth).
- respective distortion values e.g., first distortion value for first sub-block, second distortion value for second sub-block, and so forth.
- One example way to determine the distortion value for the current sub-block is by determining a sum of absolute difference (SAD) between a first reference block and a second reference block (refl).
- SAD sum of absolute difference
- video encoder 200 and video decoder 300 may determine the distortion value in such a way that the resulting values can be reused later, such as when video encoder 200 and video decoder 300 are to perform BDOF.
- video encoder 200 and video decoder 300 may compare the distortion value to a threshold value (1306). Based on the comparison, video encoder 200 and video decoder 300 may have two options. The first option may- be to perform per-pixel BDOF, and the second option may be to bypass BDOF. There may not be other options to video encoder 200 and video decoder 300, such as sub- block BDOF.
- video encoder 200 and video decoder 300 may be considered as determining that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values (e.g., based on a comparison of respective distortion values to a fixed threshold value or respective threshold values).
- video encoder 200 and video decoder 300 may perform per-pixel BDOF (1308). If the distortion value for the current sub-block is less than the threshold value (YES of 1306), video encoder 200 and video decoder 300 may derive prediction signal in sub-block (e.g., by bypassing BDOF for the sub-block) (1310).
- video encoder 200 and video decoder 300 may determine prediction samples for each sub-block of the one or more sub-blocks based on the determination of per-pixel BDOF being performed or BDOF being bypassed. For example, if video encoder 200 and video decoder 300 are to perform BDOF on a current sub-block, video encoder 200 and video decoder 300 may determine the prediction samples using per-pixel BDOF techniques, but if video encoder 200 and video decoder 300 are to bypass BDOF on the current sub-block, video encoder 200 and video decoder 300 may determine the prediction samples not using BDOF techniques.
- Video encoder 200 and video decoder 300 may perform the above example techniques on a sub-block- by-sub-block basis.
- video encoder 200 and video decoder 300 may determine a first distortion value of the respective distortion values, and, for a second sub-block of the one or more sub-blocks, video encoder 200 and video decoder 300 may determine a second distortion value of the respective distortion values.
- video encoder 200 and video decoder 300 may determine that BDOF is enabled for the first sub-block based on the first distortion value (e.g., based on the first distortion value being greater than a threshold value).
- video encoder 200 and video decoder 300 may determine per-pixel motion refinement for refining a first set of prediction samples for the first sub-block (e.g., perform per-pixel BDOF). For example, video encoder 200 and video decoder 300 may, for a first sample of the first sub-block, derive a first motion refinement for refining a first prediction sample, for a second sample of the first sub-block, derive a second motion refinement for refining a second prediction sample, and so forth.
- per-pixel motion refinement for refining a first set of prediction samples for the first sub-block e.g., perform per-pixel BDOF.
- video encoder 200 and video decoder 300 may, for a first sample of the first sub-block, derive a first motion refinement for refining a first prediction sample, for a second sample of the first sub-block, derive a second motion refinement for refining a second prediction sample, and so forth.
- video encoder 200 and video decoder 300 may determine that BDOF is bypassed based on the second distortion value (e.g., based on the second distortion value being less than the threshold value). In this example, based on the determination that BDOF is bypassed for the second block, video encoder 200 and video decoder 300 may bypass determining per- pixel motion refinement for refining a second set of prediction samples for the second sub-block (e.g., bypass BDOF).
- video encoder 200 and video decoder 300 may, for a first sample of the first sub-block, bypass derivation a first motion refinement for refining a first prediction sample, for a second sample of the first sub-block, bypass derivation a second motion refinement for refining a second prediction sample, and so forth.
- video encoder 200 and video decoder 300 may, for the first sub-block, determine the refined first set of prediction samples of the first sub-block based on the per-pixel motion refinement for the first sub-block. For the second sub-block, video encoder 200 and video decoder 300 may determine the second set of prediction samples without refining the second set of prediction samples based on the per-pixel motion refinement for refining the second set of prediction samples.
- thW represents the maximum sub-block width and thH represents the maximum sub-block height.
- video encoder 200 and/or video decoder 300 may derive a prediction signal predSigO and a prediction signal predSigl from reference picture 0 and reference picture 1, respectively.
- the width (sbWidth) and height (sbHeight) of predSigO and predSigl are determined as follows:
- bypass BDOF at the sub-block or not is determined by checking the SAD between predSigO and predSigl.
- the SAD is derived as follows:
- sbSAD is less than a threshold sbDistTh
- video encoder 200 and/or video decoder 300 may determine to bypass BDOF at the sub-block, otherwise (if sbSAD is equal or greater than sbDistTh), video encoder 200 and/or video decoder 300 may determine to apply BDOF to the sub-block.
- the threshold is derived as follows:
- n and s are predetermined value.
- the IntemalBitDepth is equal to 14 at bitDepth 10, therefore, n is equal to 5 .
- the scale s may be 1, 2, 3 other predefined values, or signalled in the bitstream.
- video encoder 200 and video decoder 300 may determine the distortion values in such a way that the calculations used to determine the distortion values can be reused for performing per-pixel BDOF, if the determination is made that per-pixel BDOF is to be performed.
- per-pixel BDOF Within the second aspect, the following describes per-pixel BDOF.
- video encoder 200 and/or video decoder 300 may determine a per-pixel motion refinement.
- the motion refinement is for the sub-block, and not determined on a sample-by- sample (e.g., pixel-by-pixel) basis.
- the horizontal and vertical gradients, , of the two prediction signals are computed by directly calculating the difference between two neighboring samples as in bi-directional optical flow described above, wherein, (i.j) is the coordinated position in (sbWidth + 4) x(sbHeight + 4) region of the prediction signal in reference picture 0 and reference picture 1.
- (i.j) is the coordinated position in (sbWidth + 4) x(sbHeight + 4) region of the prediction signal in reference picture 0 and reference picture 1.
- the auto- and cross-correlation of the gradients are calculated as in bi-directional optical flow' described above, wherein Q' is a 5x5 window around the pixel.
- the motion refinemen is then derived using the cross- and auto-correlation terms.
- the following adjustment is calculated to derive the prediction signal of the pixel:
- I (0) refers to a first reference block
- I (1) refers to a second reference block.
- the adjustment value b’(x,y) is the adjustment value that is determined based on the per-pixel motion refinement (v’x, v’y) for each sample in the sub-block.
- I ⁇ 0> (x,y) + I (1) (x,y) may be considered as a prediction block, and therefore, b’(x,y) may be considered as adjusting tire prediction block.
- tire equation (3-1 -2-1) there may be an addition of Ooffset and right shift operation by shifts to generate the prediction samples (predaDOF(x,y)).
- a third aspect relates to an alternative sub-block SAD derivation.
- This example technique for deriving the SAD may be such that values determined for the SAD derivation can be reused for performing per-pixel BDOF. That is, video encoder 200 and video decoder may first determine a distortion value (e.g., SAD value) for a sub- block for determining whether or not to perform per-pixel BDOF. If video encoder 200 and video decoder 300 determine that per-pixel BDOF is to be performed, the calculations that video encoder 200 and video decoder 300 performed for determining whether or not to perform per-pixel BDOF may be reused for performing per-pixel BDOF.
- a distortion value e.g., SAD value
- one way to determine the distortion value for a sub-block is to determine a first reference block (e.g., identified by a first motion vector) and a second reference block (e.g., identified by a second motion vector), and determine a difference value between the samples of the first reference block and samples of the second reference block to determine the distortion value.
- a first reference block e.g., identified by a first motion vector
- a second reference block e.g., identified by a second motion vector
- I (1) (i j) refer to samples of a first reference block
- I (0, (ij) refer to samples of a second reference block.
- video encoder 200 and video decoder 300 may determine which are auto- and cross-correlation of the gradients. As described in equation 1-6-3, part of determining the auto- and cross-correlation of the gradients is to determine an intermediate value for 0, where
- video encoder 200 and video decoder 300 may need to determine In one or more examples, as part of determining the distortion value for a sub-block, video encoder 200 and video decoder 300 may determine the distortion value for a sub-block based on f ) instead of (or in addition to) determining the distortion value based on That is, for determining the distortion value for a sub-block. such as for determining whether per-pixel BDOF is to be performed, video encoder 200 and video decoder 300 may determine as the value for sbSAD. This way, if per-pixel BDOF is to be performed, video encoder 200 and video decoder 300 would have already determined the value for which is the value of 0, and is used for determining the motion refinement.
- video encoder 200 and video decoder 300 may be configured to determine, for each sub-block of the one or more sub-blocks of the plurality of sub-blocks, a first reference block and a second reference block.
- I (0) (i j) may be the first reference block
- I (n (ij) may be the second reference block.
- Video encoder 200 and video decoder 300 may scale samples of the first reference block and samples of the second reference block.
- video encoder 200 and video decoder 300 may perform the operation of
- the value of shift2 may define by how much to scale the value o to generate scaled samples of the first reference block.
- video encoder 200 and video decoder 300 may perform the operation of I (1) (ij) » shift2.
- the value of shift2 may define by how much to scale the value of I (1) (ij) to generate scaled samples of the second reference block.
- Video encoder 200 and video decoder 300 may determine a difference value between the scaled samples of the first reference block and the scaled samples of the second reference block to determine the respective distortion values. For example, video encoder 200 and video decoder 300 may determine Video encoder 200 and video decoder 300 may determine the distortion value (e.g., sbSAD) for a sub-block based on the result o
- the distortion value e.g., sbSAD
- video encoder 200 and video decoder 300 may be the value of can be reused for per-pixel BDOF. For instance, assume that video encoder 200 and video decoder 300 determined that per-pixel BDOF is performed for a first sub-block of one or more sub-blocks of the plurality of sub-blocks that the block being encoded or decoded was divided into.
- video encoder 200 and video decoder 300 may determine, for each sample in the first sub-block, respective motion refinements. That is, video encoder 200 and video decoder 300 may determine motion refinement (v’x, v’y) for each sample of the first sub-block, rather than or in addition to determining one motion refinement (vx,v y ) that is the same for all samples in the first sub-block.
- Video encoder 200 and video decoder 300 may be configured to determine, for each sample in the first sub-block, respective refined sample values from samples in a prediction block for the first sub-block based on the respective motion refinements. For instance, as described above, the equation to determine the prediction samples for per- pixel BDOF may be
- video encoder 200 and video decoder 300 may determine b’(x,y), which is the per-pixel adjustment value determined from respective per-pixel motion refinements
- the prediction block may be considered as die sum of the first reference block and the second reference block
- video encoder 200 and video decoder 300 may add Therefore, as part of determining predBDOF, video encoder 200 and video decoder 300 may determine refined samples values (e.g., predBDOF) from samples in a prediction block (e.g., where a prediction block is equal I (0) (i j) + I (1) (i j)) for the first sub-block based on the respective motion refinements (e.g., (v’x, v’y), which is used to determine b’(x,y)).
- predBDOF refined samples values
- video encoder 200 and video decoder 300 may determine a first set of sample values in a first reference block for a first sub-block of the one or more sub-blocks (e.g., determine I (0) (i j)). Video encoder 200 and video decoder 300 may scale the first set of sample values with a scale factor to generate a first set of scaled samples values. That is, to perform I (0) (i j) » shift2, video encoder 200 and video decoder 300 may be considered as scaling the first set of samples by a scale factor defined by the “»” and the value of “shift2.”
- Video encoder 200 and video decoder 300 may determine a second set of sample values in a second reference block for the first sub-block of the one or more sub-blocks (e.g., determine Video encoder 200 and video decoder 300 may scale the second set of sample values with the scale factor to generate a second set of scaled samples values. That is, to perform I (1) (i j) » shift2, video encoder 200 and video decoder 300 may be considered as scaling the second set of samples by the scale factor defined by the “»” and the value of “shift2.”
- Video encoder 200 and video decoder 300 may determine, for the first subblock, a distortion value based on the first set of scaled sample values and the second set of scaled sample values (e.g., based on I (0) (ij) » shift2 and I (1) (ij) » shift2). For example, video encoder 200 and video decoder 300 may determine the distortion value for the first sub-block based on (I ⁇ 0) (ij) » shift2) - (I (1) (i j) » shift2)).
- video encoder 200 and video decoder 300 may reuse the first set of scaled sample values and the second set of scaled sample values for determining per-pixel motion refinement for per-pixel BDOF. For instance, video encoder 200 and video decoder 300 may reuse the calculation of (I (0) (i j) » shift2) - (I (1) (i j) » shift2) for determining auto- and cross-correlation of the gradients for determining the per-pixel motion refinement (e.g., (v’x, v’y)).
- video encoder 200 and video decoder 300 may use the per-pixel motion refinement to determine the adjustment value of b’(x,y) that is used for determining predanoF (i.e., the prediction samples for encoding or decoding the first sub-block of the block).
- video encoder 200 and video decoder 300 may reuse the first set of scaled sample values and the second set of scaled sample values for determining per-pixel motion refinement for per-pixel BDOF.
- video encoder 200 and video decoder 300 may reuse the first set of scaled sample values and the second set of scaled sample values for determining motion refinement for BDOF. That is, the example techniques may not be limited to reusing first set of scaled sample values and the second set of scaled sample values for per-pixel motion refinement for per-pixel BDOF, but can be used more generally for motion refinement for BDOF (e.g., not limited to per-pixel motion refinement for per-pixel BDOF). There may be reduction in complexity not only for per-pixel BDOF, but also for sub-block based BDOF, as in examples where BDOF includes motion refinement for the whole sub-block, and not pixel-by-pixel.
- die following describes an alternative method to derive sub-block SAD that is used to determine whether bypass the sub-block or not (i.e., whether BDOF is bypassed or not).
- the example method calculates the difference between two reference signals in the same way of calculating the as in bi-directional optical flow described above with equations 1-6.
- the sub-block is decided to apply BDOF, the can be reused in the step to calculate the auto- and cross correlation of the gradients S3 and S6 as in bidirectional optical flow described above.
- the alternative technique to determine a distortion value forthe sub-block (e.g., to determine sbSAD) based on should not be considered limited to examples where per-pixel BDOF is performed.
- the alternative technique to determine a distortion value for the sub-block may be applicable to examples even where sub-block BDOF or some other BDOF technique is applied.
- video encoder 200 and video decoder 300 may utilize the alternative technique to determine a distortion value for determining whether BDOF is performed or not for a sub-block.
- video encoder 200 and video decoder 300 may reuse calculation for the alternative technique to determine tire distortion value for determining motion refinement as part of sub-block BDOF (e.g., there may be reusing of calculation for the alternative technique to determine the distortion value).
- the threshold value to which the distortion value is compared for determining whether per-pixel BDOF is performed or BDOF is bypassed is sbDistTh, which is calculated as (sbWidth* sbHeight*s) « n, as shown in equation 3- 1-1-2 above.
- video encoder 200 and video decoder 300 may scale shift 2, and scale I (1) by » shift2, as described above. Therefore, in some examples, the manner in which video encoder 200 and video decoder 300 determine sbDistTh may be modified to account for the » shift2 scaling.
- n and s are predetermined values.
- the IntemalBitDepth is equal to 14 at bitDepth 10, therefore, n is equal to 5.
- the scale s may be 1, 2, 3 other predefined values, or signalled in the bitstream.
- video encoder 200 and video decoder 300 may be configured to multiply a width of a first sub-block of the one or more sub-blocks (i.e., sbWidth in equation 3-2-2), a height of the first sub-block of the one or more sub-blocks (i.e., sbHeight in equation 3-2-2), and a first scale factor (i.e., “s” in equation 3-2-2) to generate an intermediate value.
- Video encoder 200 and video decoder 300 may be configured to perform a left-shift operation on the intermediate value based on a second scale factor to generate a threshold value.
- the second scale factor may be (n - shiftZ) in equation 3-2-2, and the left-shift operation is shown as “ «” in equation 3-2-2.
- video encoder 200 and video decoder 300 may compare a distortion value for the first sub-block (e.g., a distortion value calculated using the alternative technique for determining the distortion value) with the threshold value (e.g., sbDistTh as determined in equation 3-2-2). Video encoder 200 and video decoder 300 may determine that one of per-pixel BDOF is performed or BDOF is bypassed for the first sub-block based on the comparison. For instance, if the distortion value is less than the threshold value (e.g., YES of 1306 in FIG. 13), video encoder 200 and video decoder 300 may bypass BDOF. If the distortion value is greater than the threshold value (e.g., NO of 1306 in FIG. 13), video encoder 200 and video decoder 300 may perform per-pixel BDOF.
- the threshold value e.g., YES of 1306 in FIG. 13
- a fourth aspects relates to determining the values of thW and thH.
- the example techniques may be applied to a bi-predicted coding block.
- the total number of sub-blocks is derived from the width and height of the current block and the maximum sub-block width (thW) and height (thH) of sub-block.
- thW sub-block width
- thH height
- the cunent coding block applies a sub-block based method, e.g. DMVR
- the values of thW and thH should be equal or smaller than the maximum sub-block width and height of the preceded method (e.g., DMVR).
- the values of thW and thH can be fix predetermined values, e.g. thW is equal to 8, thH is equal to 8.
- the values of thW and thH can be adaptive and the values are determined by the decoded information fiom the bitstream.
- thH is set to be equal to DMVR maximum subblock height, e.g. 16. Otherwise, (if the current coding block does not apply any sub-block based method), the thW and thH can be set to the predetermined values, e.g. 8.
- a fifth aspect relates to an example decoder process of applying per-pixel BDOF with sub-block bypass.
- the above aspects can be applied in an encoder (e.g., video encoder 200) and/or decoder (e.g., video decoder 300).
- a decoder e.g., video decoder 300
- a flag from decoding elements in the bitstream, wherein the flag indicates whether the decoder-side motion vector derivation (e.g., DMVR, bilateral merge, template matching) is applied to the current block or not.
- the inference scheme of the flag can be the same as but not limited to examples described above with respect to enabling condition for when DMVR is enabled. In another example, this flag can be explicitly signal in the bitstream to avoid complex condition check at decoder.
- a flag from decoding elements in the bitstream, wherein the flag indicates whether the bi-directional optical flow is applied to the current block or not.
- the inference scheme of the flag can be the same as but not limited to bi-directional optical flow. In another example, this flag can be explicitly signal in the bitstream to avoid complex condition check at decoder.
- ⁇ diff[ x ][ y ] ( predSamplesLO[ x ][ y ] » shift2 ) - ( predSamplesLl[ x ][ y 1 » shift2 ) wherein, shift2 is a predetermined value, e.g. shift2 is equal to 4
- shifts is set to equal to Max(3, 15 - BitDepth) offsets is set equal to (1 « (shifts- 1))
- shiftl is a predetermined value, e.g. shiftl is set to equal to 6
- shift3 is a predetermined value, e.g. shift5 is set to equal to 1
- ⁇ vy sGy2 > 0 ? Clip3( -mvRefineThres + 1, mvRefineThres - 1, ( ( sGydl « 2 ) - ( ( vx * sGxGy ) » 1 ) ) » Floor( Log2( sGy2 ) ) ) : 0 wherein, mvRefineThres is a predetermined value, e.g. mvRefineThres is set to equal to (1 « 4)
- the prediction signal of the current pixel is derived as follows:
- ⁇ bdofOffset vx * ( gradientHL0[ piX ][ piY ] - gradientHLl[ pi X ][ piY ] )
- predSamples[ piX + cbW ][ piY + cbY ] Clip3( 0, ( 2 BitDepth ) - 1, ( predSamplesLO[ xPix ][ yPix ] + predSamplesLl[ xPix ][ yPix ] + bdofOffset + offset5 ) » shift5 ) wherein, shift5 is set to equal to Max(3, 15 - BitDepth), offsets is set equal to (1 « (shifts- 1)).
- ⁇ sbX (sbX + sbWidth) ⁇ W ? sbX + sbWidth : 0
- ⁇ sbY (sbX + sbWidth) ⁇ W ? sbY : sbY + sbHeight
- FIG. 15 is a flowchart illustrating an example method for decoding video data in accordance with the techniques of this disclosure.
- the current block may comprise a current CU.
- prediction processing unit 304 and/or motion compensation unit 316 may be configured to perform the example techniques of FIG. 15.
- Prediction processing unit 304 and/or motion compensation unit 316 may be coupled to memory such as DPB 314, or other memory of video decoder 300.
- video decoder 300 may be coupled to memory 120 that stores information used by video decoder 300 for performing the example techniques of FIG. 15.
- Video decoder 300 may determine that bi-directional optical flow (BDOF) is enabled for a block of the video data (1500). For example, video decoder 300 may receive signaling indicating that BDOF is enabled for the block. In some examples, video decoder 300 may infer (e.g., determine without receiving signaling) that BDOF is enabled for the block, such as based on certain criteria being satisfied.
- BDOF bi-directional optical flow
- Video decoder 300 may divide the block into a plurality of sub-blocks based on the determination that BDOF is enabled for the block (1502). For example, video decoder 300 may divide the block into N sub-blocks. In some cases, two or more of the sub-blocks may be different sizes, but it is possible for the sub-blocks to have the same size. Video decoder 300 may determine how to divide the block based on signaled information or by inference.
- Video decoder 300 may determine, for each sub-block of one or more sub-blocks of the plurality of sub-blocks, respective distortion values (1504). There may be various ways in which video decoder 300 may determine respective distortion values. As one example, video decoder 300 may determine a first reference block (e.g., I (0) (i j)) and determine a second reference block (e.g., I (1) (i j)). Video decoder 300 may calculate a sum of absolute difference (SAD) between I (0) (ij) and I (1) (iJ).
- SAD sum of absolute difference
- video decoder 300 may perform the alternative technique to determine the distortion value, as described above. For example, video decoder 300 may determine a first set of sample values in a first reference block for a first sub-block of the one or more sub-blocks (e.g., determine I (0) (i j)). Video decoder 300 may scale the first set of sample values with a scale factor to generate a first set of scaled sample values (e.g., determine I ⁇ 0) (i j) « shift2 to generate the first set of scaled sample values).
- Video decoder 300 may determine a second set of sample values in a second reference block for the first sub- block of the one or more sub-blocks (e.g., determine I (1) (i j)). Video decoder 300 may- scale the second set of sample values with the scale factor to generate a second set of scaled sample values (e.g., determine I (1) (i j) « shift2 to generate the second set of scaled samples values).
- video decoder 300 may be configured to determine, for the first sub-block, a distortion value of the respective distortion values based on the first set of scaled sample values and the second set of scaled sample values (e.g., determine the SAD based on the first set of scaled sample values and the second set of scaled sample values).
- Video decoder 300 may determine that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values (1506). For instance, as described with respect to FIG. 13, for video decoder 300 there may be two options, either perform per-pixel BDOF or bypass BDOF for the sub-block. In some examples, there may be no other option for video decoder 300 when evaluating a sub-block.
- video encoder 200 and video decoder 300 may determine a threshold value.
- video decoder 300 may multiplying a width of a first sub-block of the one or more sub-blocks (e.g., sbWidth), a height of the first sub-block of the one or more sub-blocks (e.g., sbHeight), and a first scale factor (e.g., “s”) to generate an intermediate value.
- Video decoder 300 may performing a left-shift operation on the intermediate value based on a second scale factor to generate a threshold value (e.g., perform « (n - shift2), where (n - shift2) is the second scale factor).
- Video decoder 300 may compare a distortion value of the respective distortion values for the first sub-block with the threshold value. To determine that one of per- pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values, video decoder 300 may determine that one of per-pixel BDOF is performed or BDOF is bypassed for the first sub-block based on the comparison, such as illustrated in decision block 1306 of FIG. 13.
- Video decoder 300 may be configured to determine prediction samples for each sub-block of the one or more sub-blocks based on the determination of per-pixel BDOF being performed or BDOF being bypassed (1508). As an example, for determining prediction samples, video decoder 300 may determine that per-pixel BDOF is performed for a first sub-block of the one or more sub-blocks. In this example, video decoder 300 may determine, for each sample in the first sub-block, respective motion refinements, and may determine, for each sample in the first sub-block, respective refined sample values from samples in a prediction block for the first sub-block based on the respective motion refinements.
- video decoder 300 may perform the operations of The predBDOF may represent the refined sample values.
- the value for b’(x,y) may be determined by the respective motion refinements (v ⁇ , v’y) for each sample in the sub-block.
- the respective refine sample values (e.g., predanoF) are based on the prediction block and the respective motion refinements.
- video decoder 300 may determine auto- and cross-correlation, including shiftiy In one or more examples, such as where the alternative technique for determining the distortion values is used, video decoder 300 may have already determined for determining the distortion value for the first sub-block. In such examples, video decoder 300 may reuse the first set of scaled sample values (e.g. and the second set of scaled sample values (e.g., for determining per-pixel motion refinement for per-pixel BDOF (e.g., the value for 0(i,j) can be determined without recalculating
- Video decoder 300 may reconstruct the block based on the prediction samples (1510).
- reconstructing the block based on the prediction samples may include video decoder 300 receiving residual values indicative of a difference between the prediction samples and samples of the block, and adding the residual values to the prediction samples to reconstruct the block.
- video decoder 300 may determine a first distortion value of the respective distortion values, and for a second sub-block of the one or more sub-blocks, video decoder 300 may determine a second distortion value of the respective distortion values.
- video decoder 300 may determine that BDOF is enabled for the first sub-block based on the first distortion value (e.g., based on comparison of first distortion value to a threshold value). Based on the determination that BDOF is enabled for the first sub-block, video decoder 300 may determine per-pixel motion refinement for refining a first set of prediction samples for the first sub-block. For example, video decoder 300 may, for a first sample of the first sub-block, derive a first motion refinement for refining a first prediction sample, for a second sample of the first sub-block, derive a second motion refinement for refining a second prediction sample, and so forth.
- video decoder 300 may determine that BDOF is bypassed based on the second distortion value (e.g., based on comparison of the second distortion value to the threshold value). Based on the determination that BDOF is bypassed for the second block, video decoder 300 may bypass determining per-pixel motion refinement for refining a second set of prediction samples for the second sub-block. For example, video decoder 300 may, for a first sample of the first sub-block, bypass derivation of a first motion refinement for refining a first prediction sample, for a second sample of the first sub-block, bypass derivation of a second motion refinement for refining a second prediction sample, and so forth.
- video decoder 300 may determine the refined first set of prediction samples of the first sub-block based on the per-pixel motion refinement for the first sub-block (e.g., determine predBDOF using the example techniques described in this disclosure).
- video decoder 300 may determine the second set of prediction samples without refining the second set of prediction samples based on the per-pixel motion refinement for refining the second set of prediction samples. That is, for the second sub-block, BDOF is bypassed.
- Video decoder 300 may determine prediction samples for the second sub-block based on various techniques, such as determining a prediction block based on weighted average of the reference blocks.
- FIG. 16 is a flowchart illustrating an example method of encoding video data in accordance with the techniques of this disclosure.
- the current block may comprise a current CU.
- video encoder 200 FIGGS. 1 and 3
- motion selection unit 202 and/or motion compensation unit 224 may be configured to perform the example techniques of FIG. 16.
- Motion selection unit 202 and/or motion compensation unit 224 may be coupled to memory such as DPB 218, or other memory of video encoder 200.
- video encoder 200 may be coupled to memory 106 that stores information used by video encoder 200 for performing the example techniques of FIG. 16.
- video encoder 200 may perform the same operations as video decoder 300 for generating the prediction samples.
- Video encoder 200 may determine that bi-directional optical flow (BDOF) is enabled for a block of the video data (1600). For example, video encoder 200 may determine the rate-distortion costs associated with different coding modes, and based on the rate-distortion costs may determine that the BDOF is enabled for the block.
- BDOF bi-directional optical flow
- Video encoder 200 may divide the block into a plurality of sub-blocks when BDOF is enabled for the block (1602). Video encoder 200 may determine, for each sub- block of the one or more sub-blocks of the plurality of sub-blocks, respective distortion values (1604). Video encoder 200 may perform the same techniques as those described for video decoder 300 to determine the respective distortion values.
- Video encoder 200 may determine that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values (1606). For instance, because video encoder 200 may not signal information indicating whether per-pixel BDOF is performed or BDOF is bypassed, video encoder 200 may perform the same operations as video decoder 300 to determine whether per-pixel BDOF is performed or BDOF is bypassed for each sub-block.
- Video encoder 200 may determine prediction samples for each sub-block of the one or more sub-blocks based on the determination of per-pixel BDOF being performed or BDOF being bypassed (1608). Video encoder 200 may signal residual values between prediction samples and samples of the block (e.g., respective sub-blocks) (1610).
- a method of decoding video data comprising: determining that bi-directional optical flow (BDOF) is enabled for a block of the video data; dividing the block into a plurality of sub-blocks based on the determination that BDOF is enabled for the block; determining, for each sub-block of one or more subblocks of the plurality of sub-blocks, respective distortion values; determining that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality' of sub-blocks based on the respective distortion values; determining prediction samples for each sub-block of the one or more sub-blocks based on the determination of per-pixel BDOF being performed or BDOF being bypassed; and reconstructing the block based on tire prediction samples.
- BDOF bi-directional optical flow
- determining, for each sub-block of one or more sub-blocks of the plurality of sub-blocks, respective distortion values comprises: for a first sub-block of the one or more sub-blocks, determining a first distortion value of the respective distortion values; and for a second sub-block of the one or more sub-blocks, determining a second distortion value of the respective distortion values, wherein determining that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values comprises: for the first sub-block of the plurality of sub-blocks, determining that BDOF is enabled for the first sub-block based on the first distortion value; based on the determination that BDOF is enabled for the first sub-block, determining per-pixel motion refinement for refining a first set of prediction samples for the first sub-block; for the second sub-block of the plurality of sub
- Clause 3 The method of any of clauses 1 and 2, wherein determining that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values comprises determining that per-pixel BDOF is performed for a first sub-block of the one or more sub-blocks, the method further comprising determining, for each sample in the first sub-block, respective motion refinements, and wherein determining the prediction samples for each sub-block of the one or more sub-blocks based on the determination of per-pixel BDOF being performed or BDOF being bypassed comprises determining, for each sample in the first sub-block, respective refined sample values from samples in a prediction block for the first sub-block based on the respective motion refinements.
- Clause 4 The method of any of clauses 1-3, further comprising: multiplying a width of a first sub-block of the one or more sub-blocks, a height of the first sub-block of the one or more sub-blocks, and a first scale factor to generate an intermediate value; performing a left-shift operation on the intermediate value based on a second scale factor to generate a threshold value; and comparing a distortion value of the respective distortion values for the first sub-block with the threshold value, wherein determining that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values comprises determining that one of per-pixel BDOF is performed or BDOF is bypassed for the first sub-block based on the comparison.
- Clause 5 The method of any of clauses 1-4, further comprising: determining a first set of sample values in a first reference block for a first sub-block of the one or more sub-blocks; scaling the first set of sample values with a scale factor to generate a first set of scaled sample values; determining a second set of sample values in a second reference block for the first sub-block of the one or more sub-blocks; and scaling the second set of sample values with the scale factor to generate a second set of scaled sample values, wherein determining, for each sub-block of one or more sub- blocks of the plurality of sub-blocks, the respective distortion values comprises determining, for the first sub-block, a distortion value of the respective distortion values based on the first set of scaled sample values and the second set of scaled sample values.
- Clause 6 The method of clause 5, wherein determining that one of per- pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values comprises determining that per-pixel BDOF is performed for the first sub-block, the method further comprising reusing tire first set of scaled sample values and the second set of scaled sample values for determining per-pixel motion refinement for per-pixel BDOF.
- Clause 7 The method of clause 5, wherein determining that one of per- pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values comprises determining that per-pixel BDOF is performed for the first sub-block, the method further comprising reusing the first set of scaled sample values and the second set of scaled sample values for determining motion refinement for BDOF.
- Clause 8 The method of any of clauses 1-7, wherein reconstracting the block comprises: receiving residual values indicative of a difference between the prediction samples and samples of the block; and adding the residual values to the prediction samples to reconstruct the block.
- a device for decoding video data comprising: memory configured to store the video data; and processing circuitry coupled to the memory and configured to: determine that bi-directional optical flow (BDOF) is enabled for a block of the video data; divide the block into a plurality of sub-blocks based on the determination that BDOF is enabled for the block; determine, for each sub-block of one or more sub-blocks of the plurality of sub-blocks, respective distortion values; determine that one of per-pixel BDOF is performed or BDOF is bypassed for each sub- block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values; determine prediction samples for each sub-block of the one or more sub-blocks based on the determination of per-pixel BDOF being performed or BDOF being bypassed; and reconstruct the block based on the prediction samples.
- BDOF bi-directional optical flow
- the processing circuitry is configured to: for a first sub-block of the one or more sub- blocks, determine a first distortion value of the respective distortion values; and for a second sub-block of the one or more sub-blocks, determine a second distortion value of the respective distortion values, wherein to determine that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values, the processing circuitry' is configured to: for the first sub-block of the plurality of sub-blocks, determine that BDOF is enabled for the first sub-block based on the first distortion value; based on the determination that BDOF is enabled for the first sub-block, determine per-pixel motion refinement for refining a first set of prediction samples for the first sub-block; for the
- Clause 11 The device of any of clauses 9 and 10, wherein to determine that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values, the processing circuitry is configured to determine that per-pixel BDOF is performed for a first sub-block of the one or more sub-blocks, wherein the processing circuitry is further configured to determine, for each sample in the first sub-block, respective motion refinements, and wherein to determine the prediction samples for each sub-block of the one or more sub-blocks based on the determination of per-pixel BDOF being performed or BDOF being by-passed, the processing circuitry is configured to determine, for each sample in the first sub-block, respective refined sample values from samples in a prediction block for the first sub-block based on the respective motion refinements.
- Clause 13 The device of any of clauses 9-12, wherein the processing circuitry is configured to: determine a first set of sample values in a first reference block for a first sub-block of the one or more sub-blocks; scale the first set of sample values with a scale factor to generate a first set of scaled sample values; determine a second set of sample values in a second reference block for the first sub-block of the one or more sub-blocks; and scale the second set of sample values with the scale factor to generate a second set of scaled sample values, wherein to determine, for each sub-block of one or more sub-blocks of the plurality of sub-blocks, the respective distortion values, the processing circuitry is configured to determine, for the first sub-block, a distortion value of the respective distortion values based on the first set of scaled sample values and the second set of scaled sample values.
- Clause 14 The device of clause 13, wherein to determine that one of per- pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values, the processing circuitry is configured to determine that per-pixel BDOF is performed for the first sub-block, wherein the processing circuitry is configured to reuse the first set of scaled samples values and the second set of scaled samples values for determining per- pixel motion refinement for per-pixel BDOF.
- Clause 16 The device of any of clauses 9-15, wherein to reconstruct the block, the processing circuitry is configured to: receive residual values indicative of a difference between the prediction samples and samples of the block; and add the residual values to the prediction samples to reconstruct the block.
- Clause 17 The device of any of clauses 9-16, further comprising a display configured to display decoded video data.
- Clause 18 The device of clauses 9-17, wherein the device comprises one or more of a camera, a computer, a mobile device, a broadcast receiver device, or a set-top box.
- a computer-readable storage medium storing instructions thereon that when executed cause one or more processors to: determine that bi-directional optical flow (BDOF) is enabled for a block of video data; divide the block into a plurality of sub-blocks based on the determination that BDOF is enabled for the block; determine, for each sub-block of one or more sub-blocks of the plurality of sub-blocks, respective distortion values; determine that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values; determine prediction samples for each sub-block of the one or more sub-blocks based on the determination of per-pixel BDOF being performed or BDOF being bypassed; and reconstruct the block based on the prediction samples.
- BDOF bi-directional optical flow
- Clause 21 The computer-readable storage medium of any of clauses 19 and 20, wherein the instructions that cause the one or more processors to determine that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of the one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values comprise instructions that cause the one or more processors to determine that per-pixel BDOF is performed for a first sub-block of the one or more sub-blocks, the instructions further comprising instructions that cause the one or more processors to determine, for each sample in the first sub-block, respective motion refinements, and wherein the instractions that cause the one or more processors to determine the prediction samples for each sub-block of the one or more sub-blocks based on the determination of per- pixel BDOF being performed or BDOF being bypassed comprise instructions that cause the one or more processors to determine, for each sample in the first sub-block, respective refined sample values from samples in a prediction block for the first sub- block based
- Clause 22 The computer-readable storage medium of clauses 19-21, further comprising instructions that cause tire one or more processors to: multiply a width of a first sub-block of the one or more sub-blocks, a height of the first sub-block of the one or more sub-blocks, and a first scale factor to generate an intermediate value; perform a left-shift operation on the intermediate value based on a second scale factor to generate a threshold value; and compare a distortion value of the respective distortion values fbr the first sub-block with the threshold value, wherein the instructions that cause the one or more processors to determine that one of per-pixel BDOF is performed or BDOF is bypassed fbr each sub-block of the one or more sub-blocks of tire plurality of sub-blocks based on the respective distortion values comprise instructions that cause the one or more processors to determine that one of per-pixel BDOF is performed or BDOF is bypassed for the first sub-block based on the comparison.
- Clause 23 The computer-readable storage medium of any of clauses 19-22, further comprising instructions that cause the one or more processors to: determine a first set of sample values in a first reference block for a first sub-block of the one or more sub-blocks; scale the first set of sample values with a scale factor to generate a first set of scaled sample values; determine a second set of sample values in a second reference block for the first sub-block of the one or more sub-blocks; and scale the second set of sample values with the scale factor to generate a second set of scaled sample values, wherein the instructions that cause the one or more processors to determine, for each sub-block of one or more sub-blocks of the plurality of sub-blocks, the respective distortion values comprise instructions that cause the one or more processors to determine, for the first sub-block, a distortion value of the respective distortion values based on the first set of scaled sample values and the second set of scaled sample values.
- a device for decoding video data comprising: means for determining that bi-directional optical flow (BDOF) is enabled for a block of the video data; means for dividing the block into a plurality of sub-blocks based on the determination that BDOF is enabled for the block; means for determining, for each subblock of one or more sub-blocks of the plurality of sub-blocks, respective distortion values; means for determining that one of per-pixel BDOF is performed or BDOF is bypassed for each sub-block of tire one or more sub-blocks of the plurality of sub-blocks based on the respective distortion values; means for determining prediction samples for each sub-block of the one or more sub-blocks based on the determination of per-pixel BDOF being performed or BDOF being bypassed; and means for reconstructing the block based on the prediction samples.
- BDOF bi-directional optical flow
- a method of coding video data comprising: dividing an input block into a plurality of sub-blocks, wherein a size of the input block is less than or equal to a size of a coding unit; determining that bi-directional optical flow (BDOF) is to be applied to a sub-block of the plurality of sub-blocks based on a condition being satisfied; dividing the sub-block into a plurality of sub-sub-blocks; determining a refined motion vector for one or more of the sub-sub-blocks, wherein the refine motion vector for a sub-sub-block of the one or more sub-sub-blocks is the same for a plurality of samples in the sub-sub-block; and performing BDOF for the sub-block based on the refined motion vector for the one or more sub-sub-blocks.
- BDOF bi-directional optical flow
- a method of coding video data comprising: dividing an input block into a plurality of sub-blocks, wherein a size of the input block is less than or equal to a size of a coding unit; determining that bi-directional optical flow (BDOF) is to be applied to a sub-block of the plurality of sub-blocks based on a condition being satisfied; dividing the sub-block into a plurality of sub-sub-blocks; determining a refined motion vector for each of one or more samples in the sub-block; and performing BDOF for the sub-block based on the refined motion vector for each of the one or more samples in the sub-block.
- BDOF bi-directional optical flow
- Clause 28 The method of any of clauses 25-27, wherein the condition being satisfied includes a determination of whether sum of absolute difference (SAD) between two prediction signals in reference picture 0 and reference picture 1 are less than a threshold.
- SAD sum of absolute difference
- Clause 29 The method of any of clauses 25-28, wherein the size of the input block is thWxthH, wherein thW and thH are based on one or more of: a fixed, predetermined value; a value decoded from a bitstream; or based on a size of blocks used prior to BDOF in encoding or decoding the coding unit.
- Clause 30 A method of coding video data, the method comprising any one or combination of clauses 25-29.
- Clause 31 The method of any of clauses 25-30, wherein performing BDOF comprises performing BDOF as part of decoding the video data.
- Clause 32 The method of any of clauses 25-31 , wherein performing BDOF comprises performing BDOF as part of encoding the video data, including in a reconstruction loop of the encoding.
- a device for coding video data comprising: memory to store video data; and processing circuitry coupled to the memory', wherein the processing circuitry' is configured to perform any one or combination of clauses 25-32.
- Clause 34 A device for coding video data, the device comprising one or more means for performing the method of any of clauses 25-32.
- Clause 35 The device of any of clauses 33 and 34, further comprising a display configured to display decoded video data.
- Clause 36 The device of any of clauses 33-35, wherein the device comprises one or more of a camera, a computer, a mobile device, a broadcast receiver device, or a set-top box.
- Clause 37 The device of any of clauses 33-36, wherein the processing circuitry' or the means for performing comprises a video decoder.
- Clause 38 The device of any of clauses 33-37, wherein the processing circuitry or the means for performing comprises a video encoder.
- Clause 39 A computer-readable storage medium having stored thereon instructions that, when executed, cause one or more processors to perform the method of any of clause 25-32.
- certain acts or events of any of the techniques described herein can be performed in a different sequence, may be added, merged, or left out altogether (e.g., not all described acts or events are necessary- for the practice of the techniques).
- acts or events may be performed concurrently, e.g., through multi-threaded processing, interrupt processing, or multiple processors, rather than sequentially.
- Computer-readable media may include computer-readable storage media, which corresponds to a tangible medium such as data storage media, or communication media including any medium that facilitates transfer of a computer program from one place to another, e.g., according to a communication protocol.
- computer- readable media generally may correspond to (1) tangible computer-readable storage media which is non-transitory or (2) a communication medium such as a signal or carrier wave.
- Data storage media may be any available media that can be accessed by one or more computers or one or more processors to retrieve instractions, code and/or data structures for implementation of the techniques described in this disclosure.
- a computer program product may include a computer-readable medium.
- Such computer-readable storage media can comprise RAM, ROM, EEPROM, CD-ROM or other optical disk storage, magnetic disk storage, or other magnetic storage devices, flash memory, or any other medium that can be used to store desired program code in the form of instructions or data structures and that can be accessed by a computer. Also, any connection is properly termed a computer-readable medium.
- coaxial cable, fiber optic cable, twisted pair, digital subscriber line (DSL), or wireless technologies such as infrared, radio, and microwave are included in the definition of medium.
- DSL digital subscriber line
- computer-readable storage media and data storage media do not include connections, carrier waves, signals, or other transitory media, but are instead directed to non-transitory, tangible storage media.
- Disk and disc includes compact disc (CD), laser disc, optical disc, digital versatile disc (DVD), floppy disk and Blu-ray disc, where disks usually reproduce data magnetically, while discs reproduce data optically with lasers. Combinations of the above should also be included within the scope of computer-readable media.
- processors such as one or more DSPs, general purpose microprocessors, ASICs, FPGAs, or other equivalent integrated or discrete logic circuitry'.
- processors such as one or more DSPs, general purpose microprocessors, ASICs, FPGAs, or other equivalent integrated or discrete logic circuitry'.
- processors such as one or more DSPs, general purpose microprocessors, ASICs, FPGAs, or other equivalent integrated or discrete logic circuitry'.
- processors such as one or more DSPs, general purpose microprocessors, ASICs, FPGAs, or other equivalent integrated or discrete logic circuitry'.
- the terms “processor'’ and “processing circuitry,” as used herein may refer to any of the foregoing structures or any other structure suitable for implementation of the techniques described herein.
- the functionality described herein may be provided within dedicated hardware and/or software modules configured for encoding and decoding, or incorporated in a combined codec.
- the techniques could be fully implemented in one or more circuits or
- the techniques of this disclosure may be implemented in a wide variety of devices or apparatuses, including a wireless handset, an integrated circuit (IC) or a set of ICs (e.g., a chip set).
- IC integrated circuit
- a set of ICs e.g., a chip set.
- Various components, modules, or units are described in this disclosure to emphasize functional aspects of devices configured to perform the disclosed techniques, but do not necessarily require realization by different hardware units. Rather, as described above, various units may be combined in a codec hardware unit or provided by a collection of interoperative hardware units, including one or more processors as described above, in conjunction with suitable software and/or firmware.
Landscapes
- Engineering & Computer Science (AREA)
- Multimedia (AREA)
- Signal Processing (AREA)
- Compression Or Coding Systems Of Tv Signals (AREA)
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US202063129190P | 2020-12-22 | 2020-12-22 | |
US17/645,233 US20220201313A1 (en) | 2020-12-22 | 2021-12-20 | Bi-directional optical flow in video coding |
PCT/US2021/064600 WO2022140377A1 (en) | 2020-12-22 | 2021-12-21 | Bi-directional optical flow in video coding |
Publications (1)
Publication Number | Publication Date |
---|---|
EP4268452A1 true EP4268452A1 (de) | 2023-11-01 |
Family
ID=80112382
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
EP21844157.4A Pending EP4268452A1 (de) | 2020-12-22 | 2021-12-21 | Bidirektionaler optischer fluss in der videocodierung |
Country Status (5)
Country | Link |
---|---|
EP (1) | EP4268452A1 (de) |
JP (1) | JP2023553839A (de) |
KR (1) | KR20230123951A (de) |
TW (1) | TW202243475A (de) |
WO (1) | WO2022140377A1 (de) |
Family Cites Families (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
BR112020000032A2 (pt) * | 2017-07-03 | 2020-07-14 | Vid Scale, Inc. | dispositivo e método de codificação de dados de vídeo. |
-
2021
- 2021-12-21 WO PCT/US2021/064600 patent/WO2022140377A1/en active Application Filing
- 2021-12-21 KR KR1020237020313A patent/KR20230123951A/ko unknown
- 2021-12-21 JP JP2023532594A patent/JP2023553839A/ja active Pending
- 2021-12-21 EP EP21844157.4A patent/EP4268452A1/de active Pending
- 2021-12-21 TW TW110147992A patent/TW202243475A/zh unknown
Also Published As
Publication number | Publication date |
---|---|
WO2022140377A1 (en) | 2022-06-30 |
KR20230123951A (ko) | 2023-08-24 |
JP2023553839A (ja) | 2023-12-26 |
TW202243475A (zh) | 2022-11-01 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
US11936877B2 (en) | Template matching based affine prediction for video coding | |
US11683517B2 (en) | Block-adaptive search range and cost factors for decoder-side motion vector (MV) derivation techniques | |
US20190313115A1 (en) | Decoder-side motion vector derivation for video coding | |
WO2021061787A1 (en) | Harmonized early termination in bdof and dmvr in video coding | |
WO2023055583A1 (en) | Decoder side motion derivation using spatial correlation | |
US20220248047A1 (en) | Model-based motion vector difference derivation and template matching prediction for video coding | |
WO2023279000A1 (en) | Using unrefined motion vectors for performing decoder-side motion vector derivation | |
EP4324206A1 (de) | Vorlagenabgleich basierend auf affiner prädiktion zur videocodierung | |
EP4285594A1 (de) | Modellbasierte bewegungsvektordifferenzableitung und vorlagenabgleichsvorhersage zur videocodierung | |
WO2021007547A1 (en) | Motion vector prediction with motion information collecting buffer | |
US20220201313A1 (en) | Bi-directional optical flow in video coding | |
WO2022140160A1 (en) | Multiple hypothesis prediction for video coding | |
JP2024501137A (ja) | ビデオコーディングにおけるテンプレートマッチング | |
CN116636213A (zh) | 视频译码中的模板匹配 | |
EP4062643A1 (de) | Frühzeitige beendigung eines bewegungsvektor-verfeinerungsverfahrens in videocodierung | |
WO2022140377A1 (en) | Bi-directional optical flow in video coding | |
US20230079743A1 (en) | Multiple inter predictors with decoder side motion vector derivation for video coding | |
CA3198095A1 (en) | Multi-pass decoder-side motion vector refinement | |
WO2024148066A1 (en) | Template matching for flipped intra block copy | |
CN116601949A (zh) | 视频译码中的双向光流 | |
CA3227446A1 (en) | Adaptive bilateral matching for decoder side motion vector refinement for video coding | |
WO2023044253A1 (en) | Adaptive bilateral matching for decoder side motion vector refinement for video coding | |
WO2024073032A1 (en) | Decoder-side control point motion vector refinement for affine inter-prediction in video coding |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
STAA | Information on the status of an ep patent application or granted ep patent |
Free format text: STATUS: UNKNOWN |
|
STAA | Information on the status of an ep patent application or granted ep patent |
Free format text: STATUS: THE INTERNATIONAL PUBLICATION HAS BEEN MADE |
|
PUAI | Public reference made under article 153(3) epc to a published international application that has entered the european phase |
Free format text: ORIGINAL CODE: 0009012 |
|
STAA | Information on the status of an ep patent application or granted ep patent |
Free format text: STATUS: REQUEST FOR EXAMINATION WAS MADE |
|
17P | Request for examination filed |
Effective date: 20230330 |
|
AK | Designated contracting states |
Kind code of ref document: A1 Designated state(s): AL AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HR HU IE IS IT LI LT LU LV MC MK MT NL NO PL PT RO RS SE SI SK SM TR |
|
DAV | Request for validation of the european patent (deleted) | ||
DAX | Request for extension of the european patent (deleted) |