US20130083852A1 - Two-dimensional motion compensation filter operation and processing - Google Patents
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- 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
- H04N19/164—Feedback from the receiver or from the transmission channel
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- 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
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- 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
- H04N19/30—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using hierarchical techniques, e.g. scalability
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- 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
- H04N19/40—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using video transcoding, i.e. partial or full decoding of a coded input stream followed by re-encoding of the decoded output stream
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- 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
- H04N19/85—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using pre-processing or post-processing specially adapted for video compression
- H04N19/86—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using pre-processing or post-processing specially adapted for video compression involving reduction of coding artifacts, e.g. of blockiness
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- 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
- H04N19/85—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using pre-processing or post-processing specially adapted for video compression
- H04N19/89—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using pre-processing or post-processing specially adapted for video compression involving methods or arrangements for detection of transmission errors at the decoder
- H04N19/895—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using pre-processing or post-processing specially adapted for video compression involving methods or arrangements for detection of transmission errors at the decoder in combination with error concealment
Definitions
- the invention relates generally to digital video processing; and, more particularly, it relates to performing motion compensation filter processing in accordance with video processing in accordance with such digital video processing.
- Communication systems that operate to communicate digital media have been under continual development for many years.
- digital media e.g., images, video, data, etc.
- a number of digital images are output or displayed at some frame rate (e.g., frames per second) to effectuate a video signal suitable for output and consumption.
- frame rate e.g., frames per second
- throughput e.g., number of image frames that may be transmitted from a first location to a second location
- video and/or image quality of the signal eventually to be output or displayed there can be a trade-off between throughput (e.g., number of image frames that may be transmitted from a first location to a second location) and video and/or image quality of the signal eventually to be output or displayed.
- the present art does not adequately or acceptably provide a means by which video data may be transmitted from a first location to a second location in accordance with providing an adequate or acceptable video and/or image quality, ensuring a relatively low amount of overhead associated with the communications, relatively low complexity of the communication devices at respective ends of communication links, etc.
- FIG. 1 illustrates an embodiment of communication system.
- FIG. 2A illustrates an embodiment of a computer.
- FIG. 2B illustrates an embodiment of a laptop computer.
- FIG. 2C illustrates an embodiment of a high definition (HD) television.
- FIG. 2D illustrates an embodiment of a standard definition (SD) television.
- SD standard definition
- FIG. 2E illustrates an embodiment of a handheld media unit.
- FIG. 2F illustrates an embodiment of a set top box (STB).
- STB set top box
- FIG. 2H illustrates an embodiment of a generic digital image and/or video processing device.
- FIG. 3 is a diagram illustrating an embodiment of video encoding architecture.
- FIG. 4 is a diagram illustrating an embodiment of intra-prediction processing.
- FIG. 5 is a diagram illustrating an embodiment of inter-prediction processing.
- FIG. 6 is a diagram illustrating an embodiment of a video decoding architecture.
- FIG. 7 , FIG. 8 , and FIG. 9 illustrate various embodiments, respectively, of discrete cosine transform (DCT) processing with respect to pixels of a frame or picture.
- DCT discrete cosine transform
- FIG. 10 is a diagram illustrating an embodiment of integer samples (blocks with upper-case letters) and fractional sample positions (blocks with lower-case letters).
- FIG. 11 illustrates an embodiment of two-dimensional processing with respect to pixels of a frame or picture.
- FIG. 12 illustrates an embodiment showing simultaneous or in parallel generation of coefficients in multiple dimensions in accordance with video processing operations.
- FIG. 13A and FIG. 13B illustrate various embodiments of methods for performing various video processing operations.
- digital media can be transmitted from a first location to a second location at which such media can be output or displayed.
- the goal of digital communications systems, including those that operate to communicate digital video, is to transmit digital data from one location, or subsystem, to another either error free or with an acceptably low error rate.
- data may be transmitted over a variety of communications channels in a wide variety of communication systems: magnetic media, wired, wireless, fiber, copper, and/or other types of media as well.
- FIG. 1 illustrates an embodiment of communication system 100 .
- this embodiment of a communication system 100 is a communication channel 199 that communicatively couples a communication device 110 (including a transmitter 112 having an encoder 114 and including a receiver 116 having a decoder 118 ) situated at one end of the communication channel 199 to another communication device 120 (including a transmitter 126 having an encoder 128 and including a receiver 122 having a decoder 124 ) at the other end of the communication channel 199 .
- either of the communication devices 110 and 120 may only include a transmitter or a receiver.
- the communication channel 199 may be implemented (e.g., a satellite communication channel 130 using satellite dishes 132 and 134 , a wireless communication channel 140 using towers 142 and 144 and/or local antennae 152 and 154 , a wired communication channel 150 , and/or a fiber-optic communication channel 160 using electrical to optical (E/O) interface 162 and optical to electrical (O/E) interface 164 )).
- a satellite communication channel 130 using satellite dishes 132 and 134 e.g., a satellite communication channel 130 using satellite dishes 132 and 134 , a wireless communication channel 140 using towers 142 and 144 and/or local antennae 152 and 154 , a wired communication channel 150 , and/or a fiber-optic communication channel 160 using electrical to optical (E/O) interface 162 and optical to electrical (O/E) interface 164 )
- E/O electrical to optical
- O/E optical to electrical
- communication devices 110 and/or 120 may be stationary or mobile without departing from the scope and spirit of the invention.
- either one or both of the communication devices 110 and 120 may be implemented in a fixed location or may be a mobile communication device with capability to associate with and/or communicate with more than one network access point (e.g., different respective access points (APs) in the context of a mobile communication system including one or more wireless local area networks (WLANs), different respective satellites in the context of a mobile communication system including one or more satellite, or generally, different respective network access points in the context of a mobile communication system including one or more network access points by which communications may be effectuated with communication devices 110 and/or 120 .
- APs access points
- WLANs wireless local area networks
- satellites in the context of a mobile communication system including one or more satellite
- network access points by which communications may be effectuated with communication devices 110 and/or 120 .
- error correction and channel coding schemes are often employed.
- these error correction and channel coding schemes involve the use of an encoder at the transmitter end of the communication channel 199 and a decoder at the receiver end of the communication channel 199 .
- ECC codes described can be employed within any such desired communication system (e.g., including those variations described with respect to FIG. 1 ), any information storage device (e.g., hard disk drives (HDDs), network information storage devices and/or servers, etc.) or any application in which information encoding and/or decoding is desired.
- any information storage device e.g., hard disk drives (HDDs), network information storage devices and/or servers, etc.
- any application in which information encoding and/or decoding is desired.
- video data encoding may generally be viewed as being performed at a transmitting end of the communication channel 199
- video data decoding may generally be viewed as being performed at a receiving end of the communication channel 199 .
- the communication device 110 may include only video data encoding capability
- the communication device 120 may include only video data decoding capability, or vice versa (e.g., in a uni-directional communication embodiment such as in accordance with a video broadcast embodiment).
- Digital image and/or video processing of digital images and/or media may be performed by any of the various devices depicted below in FIG. 2A-2H to allow a user to view such digital images and/or video.
- These various devices do not include an exhaustive list of devices in which the image and/or video processing described herein may be effectuated, and it is noted that any generic digital image and/or video processing device may be implemented to perform the processing described herein without departing from the scope and spirit of the invention.
- FIG. 2A illustrates an embodiment of a computer 201 .
- the computer 201 can be a desktop computer, or an enterprise storage devices such a server, of a host computer that is attached to a storage array such as a redundant array of independent disks (RAID) array, storage router, edge router, storage switch and/or storage director.
- RAID redundant array of independent disks
- a user is able to view still digital images and/or video (e.g., a sequence of digital images) using the computer 201 .
- various image and/or video viewing programs and/or media player programs are included on a computer 201 to allow a user to view such images (including video).
- FIG. 2B illustrates an embodiment of a laptop computer 202 .
- a laptop computer 202 may be found and used in any of a wide variety of contexts. In recent years, with the ever-increasing processing capability and functionality found within laptop computers, they are being employed in many instances where previously higher-end and more capable desktop computers would be used.
- the laptop computer 202 may include various image viewing programs and/or media player programs to allow a user to view such images (including video).
- FIG. 2C illustrates an embodiment of a high definition (HD) television 203 .
- Many HD televisions 203 include an integrated tuner to allow the receipt, processing, and decoding of media content (e.g., television broadcast signals) thereon.
- an HD television 203 receives media content from another source such as a digital video disc (DVD) player, set top box (STB) that receives, processes, and decodes a cable and/or satellite television broadcast signal.
- DVD digital video disc
- STB set top box
- the HD television 203 may be implemented to perform image and/or video processing as described herein.
- an HD television 203 has capability to display HD media content and oftentimes is implemented having a 16:9 widescreen aspect ratio.
- FIG. 2D illustrates an embodiment of a standard definition (SD) television 204 .
- SD standard definition
- an SD television 204 is somewhat analogous to an HD television 203 , with at least one difference being that the SD television 204 does not include capability to display HD media content, and an SD television 204 oftentimes is implemented having a 4:3 full screen aspect ratio. Nonetheless, even an SD television 204 may be implemented to perform image and/or video processing as described herein.
- FIG. 2E illustrates an embodiment of a handheld media unit 205 .
- a handheld media unit 205 may operate to provide general storage or storage of image/video content information such as joint photographic experts group (JPEG) files, tagged image file format (TIFF), bitmap, motion picture experts group (MPEG) files, Windows Media (WMA/WMV) files, other types of video content such as MPEG4 files, etc. for playback to a user, and/or any other type of information that may be stored in a digital format.
- JPEG joint photographic experts group
- TIFF tagged image file format
- MPEG motion picture experts group
- WMA/WMV Windows Media
- other types of video content such as MPEG4 files, etc.
- such a handheld media unit 205 may also include other functionality such
- FIG. 2F illustrates an embodiment of a set top box (STB) 206 .
- STB set top box
- a STB 206 may be implemented to receive, process, and decode a cable and/or satellite television broadcast signal to be provided to any appropriate display capable device such as SD television 204 and/or HD television 203 .
- Such an STB 206 may operate independently or cooperatively with such a display capable device to perform image and/or video processing as described herein.
- FIG. 2G illustrates an embodiment of a digital video disc (DVD) player 207 .
- DVD digital video disc
- Such a DVD player may be a Blu-Ray DVD player, an HD capable DVD player, an SD capable DVD player, an up-sampling capable DVD player (e.g., from SD to HD, etc.) without departing from the scope and spirit of the invention.
- the DVD player may provide a signal to any appropriate display capable device such as SD television 204 and/or HD television 203 .
- the DVD player 205 may be implemented to perform image and/or video processing as described herein.
- FIG. 2H illustrates an embodiment of a generic digital image and/or video processing device 208 .
- these various devices described above do not include an exhaustive list of devices in which the image and/or video processing described herein may be effectuated, and it is noted that any generic digital image and/or video processing device 208 may be implemented to perform the image and/or video processing described herein without departing from the scope and spirit of the invention.
- FIG. 3 is a diagram illustrating an embodiment 300 of video encoding architecture.
- Such a video encoder carries out prediction, transform, and encoding processes to produce a compressed output bit stream.
- a video encoder may operate in accordance with and be compliant with one or more video encoding protocols, standards, and/or recommended practices such as ISO/IEC 14496-10—MPEG-4 Part 10, AVC (Advanced Video Coding), alternatively referred to as H.264/MPEG-4 Part 10 or AVC (Advanced Video Coding), ITU H.264/MPEG4-AVC.
- a corresponding video decoder such as located within a device at another end of a communication channel, is operative to perform the complementary processes of decoding, inverse transform, and reconstruction to produce a respective decoded video sequence that is (ideally) representative of the input video signal.
- an encoder processes an input video signal (e.g., typically composed in units of macro-blocks, often times being square in shape and including N ⁇ N pixels therein).
- the video encoding determines a prediction of the current macro-block based on previously coded data. That previously coded data may come from the current frame (or picture) itself (e.g., such as in accordance with intra-prediction) or from one or more other frames (or pictures) that have already been coded (e.g., such as in accordance with inter-prediction).
- the video encoder subtracts the prediction of the current macro-block to form a residual.
- intra-prediction is operative to employ block sizes of one or more particular sizes (e.g., 16 ⁇ 16, 8 ⁇ 8, or 4 ⁇ 4) to predict a current macro-block from surrounding, previously coded pixels within the same frame (or picture).
- inter-prediction is operative to employ a range of block sizes (e.g., 16 ⁇ 16 down to 4 ⁇ 4) to predict pixels in the current frame (or picture) from regions that are selected from within one or more previously coded frames (or pictures).
- a block of residual samples may undergo transformation using a particular transform (e.g., 4 ⁇ 4 or 8 ⁇ 8).
- a particular transform e.g., 4 ⁇ 4 or 8 ⁇ 8.
- DCT discrete cosine transform
- the transform operation outputs a group of coefficients such that each respective coefficient corresponds to a respective weighting value of one or more basis functions associated with a transform.
- a block of transform coefficients is quantized (e.g., each respective coefficient may be divided by an integer value and any associated remainder may be discarded, or they may be multiplied by an integer value).
- the quantization process is generally inherently lossy, and it can reduce the precision of the transform coefficients according to a quantization parameter (QP).
- QP quantization parameter
- the video encoding process produces a number of values that are encoded to form the compressed bit stream.
- values include the quantized transform coefficients, information to be employed by a decoder to re-create the appropriate prediction, information regarding the structure of the compressed data and compression tools employed during encoding, information regarding a complete video sequence, etc.
- Such values and/or parameters may undergo encoding within an entropy encoder operating in accordance with CABAC, CAVLC, or some other entropy coding scheme, to produce an output bit stream that may be stored, transmitted (e.g., after undergoing appropriate processing to generate a continuous time signal that comports with a communication channel), etc.
- the output of the transform and quantization undergoes inverse quantization and inverse transform.
- One or both of intra-prediction and inter-prediction may be performed in accordance with video encoding.
- motion compensation and/or motion estimation may be performed in accordance with such video encoding.
- the output from the de-blocking filter is provided to one or more other in-loop filters (e.g., implemented in accordance with adaptive loop filter (ALF), sample adaptive offset (SAO) filter, and/or any other filter type) implemented to process the output from the inverse transform block.
- ALF adaptive loop filter
- SAO sample adaptive offset
- filter type implemented to process the output from the inverse transform block.
- such an ALF is applied to the decoded picture before it is stored in a picture buffer (again, sometimes alternatively referred to as a DPB, digital picture buffer).
- Such an ALF is implemented to reduce coding noise of the decoded picture, and the filtering thereof may be selectively applied on a slice by slice basis, respectively, for luminance and chrominance whether or not such an ALF is applied either at slice level or at block level.
- Two-dimensional 2-D finite impulse response (FIR) filtering may be used in application of such an ALF.
- the coefficients of the filters may be designed slice by slice at the encoder, and such information is then signaled to the decoder (e.g., signaled from a transmitter communication device including a video encoder [alternatively referred to as encoder] to a receiver communication device including a video decoder [alternatively referred to as decoder]).
- One embodiment is operative to generate the coefficients in accordance with Wiener filtering design.
- it may be applied on a block by block based at the encoder whether the filtering is performed and such a decision is then signaled to the decoder (e.g., signaled from a transmitter communication device including a video encoder [alternatively referred to as encoder] to a receiver communication device including a video decoder [alternatively referred to as decoder]) based on quadtree structure, where the block size is decided according to the rate-distortion optimization.
- the implementation of using such 2-D filtering may introduce a degree of complexity in accordance with both encoding and decoding. For example, by using 2-D filtering in accordance and implementation of an ALF, there may be some increasing complexity within encoder implemented within the transmitter communication device as well as within a decoder implemented within a receiver communication device.
- an ALF can provide any of a number of improvements in accordance with such video processing, including an improvement on the objective quality measure by the peak to signal noise ratio (PSNR) that comes from performing random quantization noise removal.
- PSNR peak to signal noise ratio
- the subjective quality of a subsequently encoded video signal may be achieved from illumination compensation, which may be introduced in accordance with performing offset processing and scaling processing (e.g., in accordance with applying a gain) in accordance with ALF processing.
- FIG. 4 is a diagram illustrating an embodiment 400 of intra-prediction processing.
- a current block of video data e.g., often times being square in shape and including generally N ⁇ N pixels
- Previously coded pixels located above and to the left of the current block are employed in accordance with such intra-prediction.
- an intra-prediction direction may be viewed as corresponding to a vector extending from a current pixel to a reference pixel located above or to the left of the current pixel.
- intra-prediction as applied to coding in accordance with H.264/AVC are specified within the corresponding standard (e.g., International Telecommunication Union, ITU-T, TELECOMMUNICATION STANDARDIZATION SECTOR OF ITU, H.264 (March 2010), SERIES H: AUDIOVISUAL AND MULTIMEDIA SYSTEMS, Infrastructure of audiovisual services—Coding of moving video, Advanced video coding for generic audiovisual services, Recommendation ITU-T H.264, also alternatively referred to as International Telecomm ISO/IEC 14496-10—MPEG-4 Part 10, AVC (Advanced Video Coding), H.264/MPEG-4 Part 10 or AVC (Advanced Video Coding), ITU H.264/MPEG4-AVC, or equivalent) that is incorporated by reference above.
- ISO/IEC 14496-10 MPEG-4 Part 10
- AVC Advanced Video Coding
- H.264/MPEG-4 Part 10 or AVC (Advanced Video Coding)
- the residual which is the difference between the current pixel and the reference or prediction pixel, is that which gets encoded.
- intra-prediction operates using pixels within a common frame (or picture). It is of course noted that a given pixel may have different respective components associated therewith, and there may be different respective sets of samples for each respective component.
- a basic unit may be employed for the prediction partition mode, namely, the prediction unit, or PU.
- the PU is defined only for the last depth CU, and its respective size is limited to that of the CU.
- FIG. 6 is a diagram illustrating an embodiment 600 of a video decoding architecture.
- a decoder such as an entropy decoder (e.g., which may be implemented in accordance with CABAC, CAVLC, etc.) processes the input bitstream in accordance with performing the complementary process of encoding as performed within a video encoder architecture.
- the input bitstream may be viewed as being, as closely as possible and perfectly in an ideal case, the compressed output bitstream generated by a video encoder architecture.
- CABAC CABAC
- CAVLC CAVLC
- the entropy decoder processes the input bitstream and extracts the appropriate coefficients, such as the DCT coefficients (e.g., such as representing chroma, luma, etc. information) and provides such coefficients to an inverse quantization and inverse transform block.
- the inverse quantization and inverse transform block may be implemented to perform an inverse DCT (IDCT) operation.
- IDCT inverse DCT
- A/D blocking filter is implemented to generate the respective frames and/or pictures corresponding to an output video signal. These frames and/or pictures may be provided into a picture buffer, or a digital picture buffer (DPB) for use in performing other operations including motion compensation.
- the pixels, a, b, and c are determined as follows:
- the pixels, d, h, and n are determined as follows:
- n ( A 0, ⁇ 3 A 0, ⁇ 2 A 0, ⁇ 1 A 0,0 A 0,1 A 0,2 A 0,3 A 0,4 )* H (3/4)
- the intermediate values are determined as follows:
- d i,0 ( A i, ⁇ 3 A i, ⁇ 2 A i, ⁇ 1 A i,0 A i,1 A i,2 A i,3 A i,4 )* H (1/4)
- h i,0 ( A i, ⁇ 3 A i, ⁇ 2 A i, ⁇ 1 A i,0 A i,1 A i,2 A i,3 A i,4 )* H (1/2) T
- n i,0 ( A i, ⁇ 3 A i, ⁇ 2 A i, ⁇ 1 A i,0 A i,1 A i,2 A i,3 A i,4 )* H (3/4)
- the processing operates to compute intermediate values in left 3 columns of full pixel samples and right 4 columns of full pixel samples.
- At least one drawback may be understood, in that, the computation associated with fractional-pixels e, f, g, i, j, k, p, q, r cannot be carried out at the same time as that of sub-pixels a, b, c, d, h. n.
- the fact that these operations can be performed simultaneously, in parallel, etc. prohibits the respective implementation in accordance with parallelism.
- the fractional-pixels are always up-sampled (estimated) in one direction, either horizontal or vertical.
- the picture or frame is actually a 2 dimensional object. That is to say, by performing such sampling only with respect to a single dimension, the operations associated therewith are inherently limited and imperfect.
- FIG. 10 is a diagram illustrating an embodiment of integer samples (blocks with upper-case letters) and fractional sample positions (blocks with lower-case letters).
- interpolation is then performed with respect to the fractional sample positions interveningly situated between actual pixel values within the reference frame or picture.
- this diagram particularly shows three fractional sample positions intervening between respective actual pixel values in both the vertical and horizontal directions.
- such interpolation may be employed for calculating the actual pixel values of a current frame or picture. For example, based upon such interpolation as may be performed to identify the appropriate value associated with an actual location within a reference frame or picture (e.g., again, which may not correspond exactly to an actual pixel value within the reference frame or picture and for which interpolation may be performed), these calculated filter coefficients may be employed in conjunction with a residual (e.g., as described above with respect to various video processing operations) to generate the actual pixel values of a current frame or picture.
- a residual e.g., as described above with respect to various video processing operations
- such calculation of these respective fractional sample positions intervening between actual pixel values may be performed simultaneously within more than one dimension. For example, such calculations may be performed simultaneously in both the vertical and horizontal directions. For example, considering 1/4 sub-pixel sampling with respect to the four respective pixels A 0,0 , A 1,0 , A 0,1 , and A 1,1 , then the corresponding to one the one fractional sample positions of a 0,0 , b 0,0 , c 0,0 , d 0,0 , e 0,0 , f 0,0 , g 0,0 , h 0,0 , i 0,0 , j 0,0 , k 0,0 , n 0,0 , p 0,0 , q 0,0 , and r 0,0 , and also a 0,1 , b 0,1 , c 0,1 , and also d 1,0 , h 1,0 , n 1,0 , may all be calculated simultaneously and/or in parallel with
- FIG. 11 illustrates an embodiment 1100 of two-dimensional (2-D) processing with respect to pixels of a frame or picture.
- 2-D two-dimensional
- 2-D fractional-pel interpolation may be performed as follows:
- x(t,s) a continuous two-dimensional signal with respective sampled sequences as follows:
- processing in operation is effectuated such that more than one respective dimension is employed simultaneously and/or in parallel. That is to say, with respect to an input bitstream, at least with respect to a two-dimensional image, processing of the input bitstream is made with respect to a first dimension (e.g., vertical) and a second dimension (e.g., horizontal) simultaneously or in parallel thereby generating the coefficient values. Moreover, as may also be seen, at least one fractional-pel value in the first dimension and at least one fractional-pel value in the second dimension are employed.
- at least one fractional-pel value [corresponding to that fractional-pel distance] in the vertical dimension is employed and at least one fractional-pel value corresponding to that same fractional-pel distance] in the horizontal dimension is employed.
- fractional-pel distance employed commonly within more than one dimension
- different respective fractional-pel distances may be employed with respect to the different dimensions.
- a first fractional-pel distance may be employed in a first dimension (e.g., vertical)
- a second fractional-pel distance may be employed in the second dimension (e.g., horizontal)
- d (T s /U, T t /U, T u /U, T v /U))
- U is an integer, and so on.
- any to respective dimensions may employ the very same fractional-pel distance, such that either one of U 2 and U 3 may be the same as U 1 .
- such operations may be extended towards signals having any of a number of multiple dimensions.
- such simultaneous and/or in parallel processing may be made with respect to each of the respective three dimensions.
- such motion compensation processing may be applied towards the respective image or video signals generated from those at least two respective cameras.
- each respective camera may be operative for generating a two-dimensional image or video signal
- motion compensation processing as described herein with respect to two-dimensional signals may be applied respectively to the respective image or video signals generated from those of these two respective cameras.
- information related to more than one respective dimension may be employed simultaneously and/or in parallel in accordance with generating coefficient values.
- coefficient values associated with a video signal are generated with respect to each of two or more dimensions simultaneously and/or in parallel.
- the generation of these respective coefficient values is based on at least one respective fractional-pel value in each of the respective dimensions (e.g., a first at least one fractional-pel value in a first dimension, a second at least one fractional-pel value in a second dimension, etc. such that different respective fractional-pel values are employed in different respective dimensions).
- the same fractional-pel distance may be employed within each of the respective dimensions in certain embodiments.
- the method 1301 operates by processing an input plurality of pixels, with respect to a first dimension and a second dimension simultaneously and/or in parallel thereby generating a plurality of coefficient values, as shown in a block 1311 .
- the operations associated with the block 1311 may be performed such that each of the plurality of coefficient values is based on a respective at least one fractional-pel value in the first dimension and a respective at least one fractional-pel value in the second dimension.
- the same fractional-pel value may be used with respect to both dimensions or different respective fractional-pel values may be employed respectively within different respective dimensions.
- such a device may be viewed generally as including an input for receiving an input bitstream or a signal corresponding to the input bitstream from a source device or another middling device via one or more communication networks, as well as including an output for outputting an output bitstream or a signal corresponding to an output bitstream or an output video signal to at least one destination device via the one or more communication networks or one or more additional communication networks.
- processing module, module, processing circuit, and/or processing unit includes more than one processing device, the processing devices may be centrally located (e.g., directly coupled together via a wired and/or wireless bus structure) or may be distributedly located (e.g., cloud computing via indirect coupling via a local area network and/or a wide area network). Further note that if the processing module, module, processing circuit, and/or processing unit implements one or more of its functions via a state machine, analog circuitry, digital circuitry, and/or logic circuitry, the memory and/or memory element storing the corresponding operational instructions may be embedded within, or external to, the circuitry comprising the state machine, analog circuitry, digital circuitry, and/or logic circuitry.
- the present invention may have also been described, at least in part, in terms of one or more embodiments.
- An embodiment of the present invention is used herein to illustrate the present invention, an aspect thereof, a feature thereof, a concept thereof, and/or an example thereof
- a physical embodiment of an apparatus, an article of manufacture, a machine, and/or of a process that embodies the present invention may include one or more of the aspects, features, concepts, examples, etc. described with reference to one or more of the embodiments discussed herein.
- the embodiments may incorporate the same or similarly named functions, steps, modules, etc. that may use the same or different reference numbers and, as such, the functions, steps, modules, etc. may be the same or similar functions, steps, modules, etc. or different ones.
- transistors such as field effect transistors (FETs)
- FETs field effect transistors
- MOSFET metal oxide semiconductor field effect transistors
- N-well transistors N-well transistors
- P-well transistors enhancement mode, depletion mode, and zero voltage threshold (VT) transistors.
- VT zero voltage threshold
- signals to, from, and/or between elements in a figure of any of the figures presented herein may be analog or digital, continuous time or discrete time, and single-ended or differential.
- signals to, from, and/or between elements in a figure of any of the figures presented herein may be analog or digital, continuous time or discrete time, and single-ended or differential.
- a signal path is shown as a single-ended path, it also represents a differential signal path.
- a signal path is shown as a differential path, it also represents a single-ended signal path.
- module is used in the description of the various embodiments of the present invention.
- a module includes a processing module, a functional block, hardware, and/or software stored on memory for performing one or more functions as may be described herein. Note that, if the module is implemented via hardware, the hardware may operate independently and/or in conjunction software and/or firmware.
- a module may contain one or more sub-modules, each of which may be one or more modules.
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Abstract
Description
- The present U.S. Utility patent application claims priority pursuant to 35 U.S.C. §119(e) to the following U.S. Provisional patent application which is hereby incorporated herein by reference in its entirety and made part of the present U.S. Utility patent application for all purposes:
- 1. U.S. Provisional Patent Application Ser. No. 61/541,938, entitled “Coding, communications, and signaling of video content within communication systems,” (Attorney Docket No. BP23215), filed Sep. 30, 2011, pending.
- The following standards/draft standards are hereby incorporated herein by reference in their entirety and are made part of the present U.S. Utility patent application for all purposes:
- 1. “WD4:
Working Draft 4 of High-Efficiency Video Coding, Joint Collaborative Team on Video Coding (JCT-VC),” Joint Collaborative Team on Video Coding (JCT-VC) of ITU-T SG16 WP3 and ISO/IEC JTC1/SC29/WG11 6th Meeting: Torino, IT, 14-22 Jul. 2011, Document: JCTVC-F803 d4, 230 pages. - 2. International Telecommunication Union, ITU-T, TELECOMMUNICATION STANDARDIZATION SECTOR OF ITU, H.264 (March 2010), SERIES H: AUDIOVISUAL AND MULTIMEDIA SYSTEMS, Infrastructure of audiovisual services—Coding of moving video, Advanced video coding for generic audiovisual services, Recommendation ITU-T H.264, also alternatively referred to as International Telecomm ISO/IEC 14496-10—MPEG-4 Part 10, AVC (Advanced Video Coding), H.264/MPEG-4 Part 10 or AVC (Advanced Video Coding), ITU H.264/MPEG4-AVC, or equivalent.
- 1. Technical Field of the Invention
- The invention relates generally to digital video processing; and, more particularly, it relates to performing motion compensation filter processing in accordance with video processing in accordance with such digital video processing.
- 2. Description of Related Art
- Communication systems that operate to communicate digital media (e.g., images, video, data, etc.) have been under continual development for many years. With respect to such communication systems employing some form of video data, a number of digital images are output or displayed at some frame rate (e.g., frames per second) to effectuate a video signal suitable for output and consumption. Within many such communication systems operating using video data, there can be a trade-off between throughput (e.g., number of image frames that may be transmitted from a first location to a second location) and video and/or image quality of the signal eventually to be output or displayed. The present art does not adequately or acceptably provide a means by which video data may be transmitted from a first location to a second location in accordance with providing an adequate or acceptable video and/or image quality, ensuring a relatively low amount of overhead associated with the communications, relatively low complexity of the communication devices at respective ends of communication links, etc.
-
FIG. 1 illustrates an embodiment of communication system. -
FIG. 2A illustrates an embodiment of a computer. -
FIG. 2B illustrates an embodiment of a laptop computer. -
FIG. 2C illustrates an embodiment of a high definition (HD) television. -
FIG. 2D illustrates an embodiment of a standard definition (SD) television. -
FIG. 2E illustrates an embodiment of a handheld media unit. -
FIG. 2F illustrates an embodiment of a set top box (STB). -
FIG. 2G illustrates an embodiment of a digital video disc (DVD) player. -
FIG. 2H illustrates an embodiment of a generic digital image and/or video processing device. -
FIG. 3 is a diagram illustrating an embodiment of video encoding architecture. -
FIG. 4 is a diagram illustrating an embodiment of intra-prediction processing. -
FIG. 5 is a diagram illustrating an embodiment of inter-prediction processing. -
FIG. 6 is a diagram illustrating an embodiment of a video decoding architecture. -
FIG. 7 ,FIG. 8 , andFIG. 9 illustrate various embodiments, respectively, of discrete cosine transform (DCT) processing with respect to pixels of a frame or picture. -
FIG. 10 is a diagram illustrating an embodiment of integer samples (blocks with upper-case letters) and fractional sample positions (blocks with lower-case letters). -
FIG. 11 illustrates an embodiment of two-dimensional processing with respect to pixels of a frame or picture. -
FIG. 12 illustrates an embodiment showing simultaneous or in parallel generation of coefficients in multiple dimensions in accordance with video processing operations. -
FIG. 13A andFIG. 13B illustrate various embodiments of methods for performing various video processing operations. - Within many devices that use digital media such as digital video, respective images thereof, being digital in nature, are represented using pixels. Within certain communication systems, digital media can be transmitted from a first location to a second location at which such media can be output or displayed. The goal of digital communications systems, including those that operate to communicate digital video, is to transmit digital data from one location, or subsystem, to another either error free or with an acceptably low error rate. As shown in
FIG. 1 , data may be transmitted over a variety of communications channels in a wide variety of communication systems: magnetic media, wired, wireless, fiber, copper, and/or other types of media as well. -
FIG. 1 illustrates an embodiment ofcommunication system 100. - Referring to
FIG. 1 , this embodiment of acommunication system 100 is acommunication channel 199 that communicatively couples a communication device 110 (including atransmitter 112 having anencoder 114 and including areceiver 116 having a decoder 118) situated at one end of thecommunication channel 199 to another communication device 120 (including atransmitter 126 having anencoder 128 and including areceiver 122 having a decoder 124) at the other end of thecommunication channel 199. In some embodiments, either of thecommunication devices communication channel 199 may be implemented (e.g., asatellite communication channel 130 usingsatellite dishes wireless communication channel 140 usingtowers local antennae wired communication channel 150, and/or a fiber-optic communication channel 160 using electrical to optical (E/O)interface 162 and optical to electrical (O/E) interface 164)). In addition, more than one type of media may be implemented and interfaced together thereby forming thecommunication channel 199. - It is noted that
such communication devices 110 and/or 120 may be stationary or mobile without departing from the scope and spirit of the invention. For example, either one or both of thecommunication devices communication devices 110 and/or 120. - To reduce transmission errors that may undesirably be incurred within a communication system, error correction and channel coding schemes are often employed. Generally, these error correction and channel coding schemes involve the use of an encoder at the transmitter end of the
communication channel 199 and a decoder at the receiver end of thecommunication channel 199. - Any of various types of ECC codes described can be employed within any such desired communication system (e.g., including those variations described with respect to
FIG. 1 ), any information storage device (e.g., hard disk drives (HDDs), network information storage devices and/or servers, etc.) or any application in which information encoding and/or decoding is desired. - Generally speaking, when considering a communication system in which video data is communicated from one location, or subsystem, to another, video data encoding may generally be viewed as being performed at a transmitting end of the
communication channel 199, and video data decoding may generally be viewed as being performed at a receiving end of thecommunication channel 199. - Also, while the embodiment of this diagram shows bi-directional communication being capable between the
communication devices communication device 110 may include only video data encoding capability, and thecommunication device 120 may include only video data decoding capability, or vice versa (e.g., in a uni-directional communication embodiment such as in accordance with a video broadcast embodiment). - Digital image and/or video processing of digital images and/or media (including the respective images within a digital video signal) may be performed by any of the various devices depicted below in
FIG. 2A-2H to allow a user to view such digital images and/or video. These various devices do not include an exhaustive list of devices in which the image and/or video processing described herein may be effectuated, and it is noted that any generic digital image and/or video processing device may be implemented to perform the processing described herein without departing from the scope and spirit of the invention. -
FIG. 2A illustrates an embodiment of acomputer 201. Thecomputer 201 can be a desktop computer, or an enterprise storage devices such a server, of a host computer that is attached to a storage array such as a redundant array of independent disks (RAID) array, storage router, edge router, storage switch and/or storage director. A user is able to view still digital images and/or video (e.g., a sequence of digital images) using thecomputer 201. Oftentimes, various image and/or video viewing programs and/or media player programs are included on acomputer 201 to allow a user to view such images (including video). -
FIG. 2B illustrates an embodiment of alaptop computer 202. Such alaptop computer 202 may be found and used in any of a wide variety of contexts. In recent years, with the ever-increasing processing capability and functionality found within laptop computers, they are being employed in many instances where previously higher-end and more capable desktop computers would be used. As with thecomputer 201, thelaptop computer 202 may include various image viewing programs and/or media player programs to allow a user to view such images (including video). -
FIG. 2C illustrates an embodiment of a high definition (HD)television 203.Many HD televisions 203 include an integrated tuner to allow the receipt, processing, and decoding of media content (e.g., television broadcast signals) thereon. Alternatively, sometimes anHD television 203 receives media content from another source such as a digital video disc (DVD) player, set top box (STB) that receives, processes, and decodes a cable and/or satellite television broadcast signal. Regardless of the particular implementation, theHD television 203 may be implemented to perform image and/or video processing as described herein. Generally speaking, anHD television 203 has capability to display HD media content and oftentimes is implemented having a 16:9 widescreen aspect ratio. -
FIG. 2D illustrates an embodiment of a standard definition (SD)television 204. Of course, anSD television 204 is somewhat analogous to anHD television 203, with at least one difference being that theSD television 204 does not include capability to display HD media content, and anSD television 204 oftentimes is implemented having a 4:3 full screen aspect ratio. Nonetheless, even anSD television 204 may be implemented to perform image and/or video processing as described herein. -
FIG. 2E illustrates an embodiment of ahandheld media unit 205. Ahandheld media unit 205 may operate to provide general storage or storage of image/video content information such as joint photographic experts group (JPEG) files, tagged image file format (TIFF), bitmap, motion picture experts group (MPEG) files, Windows Media (WMA/WMV) files, other types of video content such as MPEG4 files, etc. for playback to a user, and/or any other type of information that may be stored in a digital format. Historically, such handheld media units were primarily employed for storage and playback of audio media; however, such ahandheld media unit 205 may be employed for storage and playback of virtual any media (e.g., audio media, video media, photographic media, etc.). Moreover, such ahandheld media unit 205 may also include other functionality such as integrated communication circuitry for wired and wireless communications. Such ahandheld media unit 205 may be implemented to perform image and/or video processing as described herein. -
FIG. 2F illustrates an embodiment of a set top box (STB) 206. As mentioned above, sometimes aSTB 206 may be implemented to receive, process, and decode a cable and/or satellite television broadcast signal to be provided to any appropriate display capable device such asSD television 204 and/orHD television 203. Such anSTB 206 may operate independently or cooperatively with such a display capable device to perform image and/or video processing as described herein. -
FIG. 2G illustrates an embodiment of a digital video disc (DVD)player 207. Such a DVD player may be a Blu-Ray DVD player, an HD capable DVD player, an SD capable DVD player, an up-sampling capable DVD player (e.g., from SD to HD, etc.) without departing from the scope and spirit of the invention. The DVD player may provide a signal to any appropriate display capable device such asSD television 204 and/orHD television 203. TheDVD player 205 may be implemented to perform image and/or video processing as described herein. -
FIG. 2H illustrates an embodiment of a generic digital image and/orvideo processing device 208. Again, as mentioned above, these various devices described above do not include an exhaustive list of devices in which the image and/or video processing described herein may be effectuated, and it is noted that any generic digital image and/orvideo processing device 208 may be implemented to perform the image and/or video processing described herein without departing from the scope and spirit of the invention. -
FIG. 3 is a diagram illustrating anembodiment 300 of video encoding architecture. - Referring to
embodiment 300 ofFIG. 3 , with respect to this diagram depicting an alternative embodiment of a video encoder, such a video encoder carries out prediction, transform, and encoding processes to produce a compressed output bit stream. Such a video encoder may operate in accordance with and be compliant with one or more video encoding protocols, standards, and/or recommended practices such as ISO/IEC 14496-10—MPEG-4Part 10, AVC (Advanced Video Coding), alternatively referred to as H.264/MPEG-4Part 10 or AVC (Advanced Video Coding), ITU H.264/MPEG4-AVC. - It is noted that a corresponding video decoder, such as located within a device at another end of a communication channel, is operative to perform the complementary processes of decoding, inverse transform, and reconstruction to produce a respective decoded video sequence that is (ideally) representative of the input video signal.
- As may be seen with respect to this diagram and as may be understood with respect to various embodiments, alternative arrangements and architectures may be employed for effectuating video encoding. Generally speaking, an encoder processes an input video signal (e.g., typically composed in units of macro-blocks, often times being square in shape and including N×N pixels therein). The video encoding determines a prediction of the current macro-block based on previously coded data. That previously coded data may come from the current frame (or picture) itself (e.g., such as in accordance with intra-prediction) or from one or more other frames (or pictures) that have already been coded (e.g., such as in accordance with inter-prediction). The video encoder subtracts the prediction of the current macro-block to form a residual.
- Generally speaking, intra-prediction is operative to employ block sizes of one or more particular sizes (e.g., 16×16, 8×8, or 4×4) to predict a current macro-block from surrounding, previously coded pixels within the same frame (or picture). Generally speaking, inter-prediction is operative to employ a range of block sizes (e.g., 16×16 down to 4×4) to predict pixels in the current frame (or picture) from regions that are selected from within one or more previously coded frames (or pictures).
- With respect to the transform and quantization operations, a block of residual samples may undergo transformation using a particular transform (e.g., 4×4 or 8×8). One possible embodiment of such a transform operates in accordance with discrete cosine transform (DCT). The transform operation outputs a group of coefficients such that each respective coefficient corresponds to a respective weighting value of one or more basis functions associated with a transform. After undergoing transformation, a block of transform coefficients is quantized (e.g., each respective coefficient may be divided by an integer value and any associated remainder may be discarded, or they may be multiplied by an integer value). The quantization process is generally inherently lossy, and it can reduce the precision of the transform coefficients according to a quantization parameter (QP). Typically, many of the coefficients associated with a given macro-block are zero, and only some nonzero coefficients remain. Generally, a relatively high QP setting is operative to result in a greater proportion of zero-valued coefficients and smaller magnitudes of non-zero coefficients, resulting in relatively high compression (e.g., relatively lower coded bit rate) at the expense of relatively poorly decoded image quality; a relatively low QP setting is operative to allow more nonzero coefficients to remain after quantization and larger magnitudes of non-zero coefficients, resulting in relatively lower compression (e.g., relatively higher coded bit rate) with relatively better decoded image quality.
- The video encoding process produces a number of values that are encoded to form the compressed bit stream. Examples of such values include the quantized transform coefficients, information to be employed by a decoder to re-create the appropriate prediction, information regarding the structure of the compressed data and compression tools employed during encoding, information regarding a complete video sequence, etc. Such values and/or parameters (e.g., syntax elements) may undergo encoding within an entropy encoder operating in accordance with CABAC, CAVLC, or some other entropy coding scheme, to produce an output bit stream that may be stored, transmitted (e.g., after undergoing appropriate processing to generate a continuous time signal that comports with a communication channel), etc.
- In an embodiment operating using a feedback path, the output of the transform and quantization undergoes inverse quantization and inverse transform. One or both of intra-prediction and inter-prediction may be performed in accordance with video encoding. Also, motion compensation and/or motion estimation may be performed in accordance with such video encoding.
- The signal path output from the inverse quantization and inverse transform (e.g., IDCT) block, which is provided to the intra-prediction block, is also provided to a de-blocking filter. In certain optional embodiments, the output from the de-blocking filter is provided to one or more other in-loop filters (e.g., implemented in accordance with adaptive loop filter (ALF), sample adaptive offset (SAO) filter, and/or any other filter type) implemented to process the output from the inverse transform block. For example, such an ALF is applied to the decoded picture before it is stored in a picture buffer (again, sometimes alternatively referred to as a DPB, digital picture buffer). Such an ALF is implemented to reduce coding noise of the decoded picture, and the filtering thereof may be selectively applied on a slice by slice basis, respectively, for luminance and chrominance whether or not such an ALF is applied either at slice level or at block level. Two-dimensional 2-D finite impulse response (FIR) filtering may be used in application of such an ALF. The coefficients of the filters may be designed slice by slice at the encoder, and such information is then signaled to the decoder (e.g., signaled from a transmitter communication device including a video encoder [alternatively referred to as encoder] to a receiver communication device including a video decoder [alternatively referred to as decoder]).
- One embodiment is operative to generate the coefficients in accordance with Wiener filtering design. In addition, it may be applied on a block by block based at the encoder whether the filtering is performed and such a decision is then signaled to the decoder (e.g., signaled from a transmitter communication device including a video encoder [alternatively referred to as encoder] to a receiver communication device including a video decoder [alternatively referred to as decoder]) based on quadtree structure, where the block size is decided according to the rate-distortion optimization. It is noted that the implementation of using such 2-D filtering may introduce a degree of complexity in accordance with both encoding and decoding. For example, by using 2-D filtering in accordance and implementation of an ALF, there may be some increasing complexity within encoder implemented within the transmitter communication device as well as within a decoder implemented within a receiver communication device.
- As mentioned with respect to other embodiments, the use of an ALF can provide any of a number of improvements in accordance with such video processing, including an improvement on the objective quality measure by the peak to signal noise ratio (PSNR) that comes from performing random quantization noise removal. In addition, the subjective quality of a subsequently encoded video signal may be achieved from illumination compensation, which may be introduced in accordance with performing offset processing and scaling processing (e.g., in accordance with applying a gain) in accordance with ALF processing.
- With respect to any video encoder architecture implemented to generate an output bitstream, it is noted that such architectures may be implemented within any of a variety of communication devices. The output bitstream may undergo additional processing including error correction code (ECC), forward error correction (FEC), etc. thereby generating a modified output bitstream having additional redundancy deal therein. Also, as may be understood with respect to such a digital signal, it may undergo any appropriate processing in accordance with generating a continuous time signal suitable for or appropriate for transmission via a communication channel That is to say, such a video encoder architecture may be of limited within a communication device operative to perform transmission of one or more signals via one or more communication channels. Additional processing may be made on an output bitstream generated by such a video encoder architecture thereby generating a continuous time signal that may be launched into a communication channel.
-
FIG. 4 is a diagram illustrating anembodiment 400 of intra-prediction processing. As can be seen with respect to this diagram, a current block of video data (e.g., often times being square in shape and including generally N×N pixels) undergoes processing to estimate the respective pixels therein. Previously coded pixels located above and to the left of the current block are employed in accordance with such intra-prediction. From certain perspectives, an intra-prediction direction may be viewed as corresponding to a vector extending from a current pixel to a reference pixel located above or to the left of the current pixel. Details of intra-prediction as applied to coding in accordance with H.264/AVC are specified within the corresponding standard (e.g., International Telecommunication Union, ITU-T, TELECOMMUNICATION STANDARDIZATION SECTOR OF ITU, H.264 (March 2010), SERIES H: AUDIOVISUAL AND MULTIMEDIA SYSTEMS, Infrastructure of audiovisual services—Coding of moving video, Advanced video coding for generic audiovisual services, Recommendation ITU-T H.264, also alternatively referred to as International Telecomm ISO/IEC 14496-10—MPEG-4Part 10, AVC (Advanced Video Coding), H.264/MPEG-4Part 10 or AVC (Advanced Video Coding), ITU H.264/MPEG4-AVC, or equivalent) that is incorporated by reference above. - The residual, which is the difference between the current pixel and the reference or prediction pixel, is that which gets encoded. As can be seen with respect to this diagram, intra-prediction operates using pixels within a common frame (or picture). It is of course noted that a given pixel may have different respective components associated therewith, and there may be different respective sets of samples for each respective component.
-
FIG. 5 is a diagram illustrating anembodiment 500 of inter-prediction processing. In contradistinction to intra-prediction, inter-prediction is operative to identify a motion vector (e.g., an inter-prediction direction) based on a current set of pixels within a current frame (or picture) and one or more sets of reference or prediction pixels located within one or more other frames (or pictures) within a frame (or picture) sequence. As can be seen, the motion vector extends from the current frame (or picture) to another frame (or picture) within the frame (or picture) sequence. Inter-prediction may utilize sub-pixel interpolation, such that a prediction pixel value corresponds to a function of a plurality of pixels in a reference frame or picture. - A residual may be calculated in accordance with inter-prediction processing, though such a residual is different from the residual calculated in accordance with intra-prediction processing. In accordance with inter-prediction processing, the residual at each pixel again corresponds to the difference between a current pixel and a predicted pixel value. However, in accordance with inter-prediction processing, the current pixel and the reference or prediction pixel are not located within the same frame (or picture). While this diagram shows inter-prediction as being employed with respect to one or more previous frames or pictures, it is also noted that alternative embodiments may operate using references corresponding to frames before and/or after a current frame. For example, in accordance with appropriate buffering and/or memory management, a number of frames may be stored. When operating on a given frame, references may be generated from other frames that precede and/or follow that given frame.
- Coupled with the CU, a basic unit may be employed for the prediction partition mode, namely, the prediction unit, or PU. It is also noted that the PU is defined only for the last depth CU, and its respective size is limited to that of the CU.
-
FIG. 6 is a diagram illustrating anembodiment 600 of a video decoding architecture. - Generally speaking, such video decoding architectures operate on an input bitstream. It is of course noted that such an input bitstream may be generated from a signal that is received by a communication device from a communication channel. Various operations may be performed on a continuous time signal received from the communication channel, including digital sampling, demodulation, scaling, filtering, etc. such as may be appropriate in accordance with generating the input bitstream. Moreover, certain embodiments, in which one or more types of error correction code (ECC), forward error correction (FEC), etc. may be implemented, may perform appropriate decoding in accordance with such ECC, FEC, etc. thereby generating the input bitstream. That is to say, in certain embodiments in which additional redundancy may have been made in accordance with generating a corresponding output bitstream (e.g., such as may be launched from a transmitter communication device or from the transmitter portion of a transceiver communication device), appropriate processing may be performed in accordance with generating the input bitstream. Overall, such a video decoding architectures and lamented to process the input bitstream thereby generating an output video signal corresponding to the original input video signal, as closely as possible and perfectly in an ideal case, for use in being output to one or more video display capable devices.
- Referring to the
embodiment 600 ofFIG. 6 , generally speaking, a decoder such as an entropy decoder (e.g., which may be implemented in accordance with CABAC, CAVLC, etc.) processes the input bitstream in accordance with performing the complementary process of encoding as performed within a video encoder architecture. The input bitstream may be viewed as being, as closely as possible and perfectly in an ideal case, the compressed output bitstream generated by a video encoder architecture. Of course, in a real-life application, it is possible that some errors may have been incurred in a signal transmitted via one or more communication links. The entropy decoder processes the input bitstream and extracts the appropriate coefficients, such as the DCT coefficients (e.g., such as representing chroma, luma, etc. information) and provides such coefficients to an inverse quantization and inverse transform block. In the event that a DCT transform is employed, the inverse quantization and inverse transform block may be implemented to perform an inverse DCT (IDCT) operation. Subsequently, A/D blocking filter is implemented to generate the respective frames and/or pictures corresponding to an output video signal. These frames and/or pictures may be provided into a picture buffer, or a digital picture buffer (DPB) for use in performing other operations including motion compensation. Generally speaking, such motion compensation operations may be viewed as corresponding to inter-prediction associated with video encoding. Also, intra-prediction may also be performed on the signal output from the inverse quantization and inverse transform block. Analogously as with respect to video encoding, such a video decoder architecture may be implemented to perform mode selection between performing it neither intra-prediction nor inter-prediction, inter-prediction, or intra-prediction in accordance with decoding an input bitstream thereby generating an output video signal. - In certain optional embodiments, one or more in-loop filters (e.g., implemented in accordance with adaptive loop filter (ALF), sample adaptive offset (SAO) filter, and/or any other filter type) such as may be implemented in accordance with video encoding as employed to generate an output bitstream, a corresponding one or more in-loop filters may be implemented within a video decoder architecture. In one embodiment, an appropriate implementation of one or more such in-loop filters is after the de-blocking filter.
-
FIG. 7 ,FIG. 8 , andFIG. 9 illustratevarious embodiments - Referring to the
embodiment 700 ofFIG. 7 , 1/4-pel 8-tap DCT as proposed in accordance with the HEVC Working Draft is pictorially illustrated. Such an implementation employs 3 filters atposition 1/4, 1/2 and 3/4 and as modified as follows: -
- The pixels, a, b, and c are determined as follows:
- a: Use H(1/4) with horizontal 8 full pixel samples (4 left and 4 right)
- b: Use H(1/2) with horizontal 8 full pixel samples (4 left and 4 right)
- c: Use H(3/4) with horizontal 8 full pixel samples (4 left and 4 right)
- Referring to the
embodiment 800 ofFIG. 8 , the pixels, a, b, and c are determined as follows: -
a=(A −3,0 A −2,0 A −1,0 A 0,0 A 1,0 A 2,0 A 3,0 A 4,0)*H(1/4)T -
b=(A −3,0 A −2,0 A −1,0 A 0,0 A 1,0 A 2,0 A 3,0 A 4,0)*H(1/2)T -
c=(A −3,0 A −2,0 A −1,0 A 0,0 A 1,0 A 2,0 A 3,0 A 4,0)*H(3/4)T - a: Use H(1/4) with horizontal 12 full pixel samples (6 left and 6 right)
- b: Use H(1/2) with horizontal 12 full pixel samples (6 left and 6 right)
- c: Use H(3/4) with horizontal 12 full pixel samples (6 left and 6 right)
- The pixels, d, h, and n are determined as follows:
-
d=(A 0,−3 A 0,−2 A 0,−1 A 0,0 A 0,1 A 0,2 A 0,3 A 0,4)*H(1/4)T -
h=(A 0,−3 A 0,−2 A 0,−1 A 0,0 A 0,1 A 0,2 A 0,3 A 0,4)*H(1/2)T -
n=(A 0,−3 A 0,−2 A 0,−1 A 0,0 A 0,1 A 0,2 A 0,3 A 0,4)*H(3/4)T - d: Use H(1/4) with vertical 8 full pixel samples (4 above and 4 down)
- h: Use H(1/2) with vertical 8 full pixel samples (4 above and 4 down)
- n: Use H(3/4) with vertical 8 full pixel samples (4 above and 4 down)
- Referring to the
embodiment 900 ofFIG. 9 , the intermediate values are determined as follows: -
d i,0=(A i,−3 A i,−2 A i,−1 A i,0 A i,1 A i,2 A i,3 A i,4)*H(1/4)T -
h i,0=(A i,−3 A i,−2 A i,−1 A i,0 A i,1 A i,2 A i,3 A i,4)*H(1/2)T -
n i,0=(A i,−3 A i,−2 A i,−1 A i,0 A i,1 A i,2 A i,3 A i,4)*H(3/4)T - i=−3, −2, −1, 1, 2, 3, 4
- The processing operates to compute intermediate values in left 3 columns of full pixel samples and right 4 columns of full pixel samples. The same 3 filters are used with the total being 7 times filter computations. This is operative to obtain values (di, hi, ni), i=−3, −2, −1, 1, 2, 3, 4 as follows:
-
e=(d −3,0 d −2,0 d −1,0 d 0,0 d 1,0 d 2,0 d 3,0 d 4,0)H(1/4)T -
f=(d −3,0 d −−2,0 d −1,0 d 0,0 d 1,0 d 2,0 d 3,0 d 4,0)H(1/2)T -
g=(d −3,0 d −2,0 d −1,0 d 0,0 d 1,0 d 2,0 d 3,0 d 4,0)H(3/4)T -
i=(h −3,0 h −2,0 h −1,0 h 0,0 h 1,0 h 2,0 h 3,0 h 4,0)H(1/4)T -
j=(h −3,0 h −2,0 h −1,0 h 0,0 h 1,0 h 2,0 h 3,0 h 4,0)H(1/2)T -
k=(h −3,0 h −2,0 h −1,0 h 0,0 h 1,0 h 2,0 h 3,0 h 4,0)H(3/4)T -
p=(n −3,0 n −2,0 n −1,0 n 0,0 n 1,0 n 2,0 n 3,0 n 4,0)H(1/4)T -
q=(n −3,0 n −2,0 n −1,0 n 0,0 n 1,0 n 2,0 n 3,0 n 4,0)H(1/2)T -
r=(n −3,0 n −2,0 n −1,0 n 0,0 n 1,0 n 2,0 n 3,0 n 4,0)H(3/4)T - Use filter H(1/4), H(1/2) and H(3/4) with 8 intermediate value di, i=−3, . . . , 4 to get e, f and g
- Use filter H(1/4), H(1/2) and H(3/4) with 8 intermediate value hi, i=−3, . . . , 4 to get i, j and k
- Use filter H(1/4), H(1/2) and H(3/4) with 8 intermediate value ni, i=−3, . . . , 4 to get p, q and r
- At least one drawback may be understood, in that, the computation associated with fractional-pixels e, f, g, i, j, k, p, q, r cannot be carried out at the same time as that of sub-pixels a, b, c, d, h. n. As may be understood, the fact that these operations can be performed simultaneously, in parallel, etc. prohibits the respective implementation in accordance with parallelism. Also, the fractional-pixels are always up-sampled (estimated) in one direction, either horizontal or vertical. However, as may be understood with respect to an actual picture or frame, the picture or frame is actually a 2 dimensional object. That is to say, by performing such sampling only with respect to a single dimension, the operations associated therewith are inherently limited and imperfect.
-
FIG. 10 is a diagram illustrating an embodiment of integer samples (blocks with upper-case letters) and fractional sample positions (blocks with lower-case letters). - With respect to this diagram, the uppercase or capital letters represent actual pixel values. The lowercase letters represent fractional sample positions interveningly situated between actual pixel values. With respect to calculating the actual pixel values for a current picture or frame, motion compensation operations, such as may be performed in accordance with a video decoding architecture, operate by using a motion vector which relates a current pixel within a current frame or picture to a particular location within another frame or picture (e.g., which may be viewed as a reference frame or picture that is situated either before or after the current frame). The motion vector identifies a particular location within the reference frame or picture, and this particular location may sometimes not correspond exactly with a given pixel location within that reference frame or picture. In such situations, interpolation is then performed with respect to the fractional sample positions interveningly situated between actual pixel values within the reference frame or picture. For example, this diagram particularly shows three fractional sample positions intervening between respective actual pixel values in both the vertical and horizontal directions. When interpolation needs to be performed (e.g., such as when a motion vector points to a location within a reference frame or picture that is not exactly an actual pixel value within the reference frame or picture), then calculation of the respective fractional sample positions between the actual pixel values is performed.
- In accordance with such video processing, such interpolation may be employed for calculating the actual pixel values of a current frame or picture. For example, based upon such interpolation as may be performed to identify the appropriate value associated with an actual location within a reference frame or picture (e.g., again, which may not correspond exactly to an actual pixel value within the reference frame or picture and for which interpolation may be performed), these calculated filter coefficients may be employed in conjunction with a residual (e.g., as described above with respect to various video processing operations) to generate the actual pixel values of a current frame or picture.
- In accordance with in accordance with various aspects, and their equivalents, of the invention, such calculation of these respective fractional sample positions intervening between actual pixel values may be performed simultaneously within more than one dimension. For example, such calculations may be performed simultaneously in both the vertical and horizontal directions. For example, considering 1/4 sub-pixel sampling with respect to the four respective pixels A0,0, A1,0, A0,1, and A1,1, then the corresponding to one the one fractional sample positions of a0,0, b0,0, c0,0, d0,0, e0,0, f0,0, g0,0, h0,0, i0,0, j0,0, k0,0, n0,0, p0,0, q0,0, and r0,0, and also a0,1, b0,1, c0,1, and also d1,0, h1,0, n1,0, may all be calculated simultaneously and/or in parallel with one another. As may be understood, such calculations that are performed simultaneously and/or in parallel with one another are also performed in both the vertical and horizontal directions. Again, the calculation of these multiple respective filter coefficients in multiple respective directions are performed simultaneously and/or in parallel with one another.
-
FIG. 11 illustrates anembodiment 1100 of two-dimensional (2-D) processing with respect to pixels of a frame or picture. Generally speaking, instead of performing DCT-IF operations in only the horizontal and the vertical direction at a given time (e.g., successively performing operations in one direction firstly and then followed by performing operations in the other direction), a diagonal approach may be performed which provides a significant savings in terms of the number steps to be performed. - As can be seen, two-dimensional DCT processing is performed with respect to this diagram. The use of 2-D motion compensation filters may be employed for fractional-pel accuracy.
- 2-D fractional-pel interpolation may be performed as follows:
- Considering the signal, x(t,s) as being a continuous two-dimensional signal with respective sampled sequences as follows:
- x(t, s): continuous 2-D signal with sampled sequences
-
x d(n,m)=x(nT s +d s ,mT t +d t), n=0, . . . ,N−1, m=0, . . . ,M−1 - where, −Ts<ds<Ts,−Tt<dt<Tt
- Full pixel: x0(n,m)=x(nTx,mTy), n=0, . . . ,N−1, m=0, . . . ,M−1
- As such, there are 21 possible d:
- (0, Tt/4), (0, Tt/2), (0, 3Tt/4)
- (Ts/4, 0), (Ts/4, Tt/4), (Ts/4, Tt/2), (Ts/4, 3Tt/4), (Ts/4, Tt)
- (Ts/2, 0), (Ts/2, Tt/4), (Ts/2, Tt/2), (Ts/2, 3Tt/4), (Ts/2, Tt)
- (3Ts/4, 0), (3Ts/4, Tt/4), (3Ts/4, Tt/2), (3Ts/4, 3Tt/4), (3Ts/4, Tt)
- (Ts, Tt/4), (Ts, Tt/2), (Ts, 3Tt/4)
- Basically we can have 21 filters:
- fd(u,v) such that
-
- where A<B, C<D are integers
- Possible embodiment,
- Use 2-D DCT to get the filter value
-
-
Proposition 1 - If a continuous signal x(t, s) is bandlimited
- (its Fourie Transform X(Ω) is bandlimited in the baseband (−(π/T), (π/T))
- (i.e. X(Ω)=0 when |Ω|≧π/T), Then
-
- The filter coefficients.
-
- As can be seen with respect to the
FIG. 11 , as well as with respect to the one possible embodiment of generating the coefficients (e.g., filter coefficients) associated with an input bitstream, such processing in operation is effectuated such that more than one respective dimension is employed simultaneously and/or in parallel. That is to say, with respect to an input bitstream, at least with respect to a two-dimensional image, processing of the input bitstream is made with respect to a first dimension (e.g., vertical) and a second dimension (e.g., horizontal) simultaneously or in parallel thereby generating the coefficient values. Moreover, as may also be seen, at least one fractional-pel value in the first dimension and at least one fractional-pel value in the second dimension are employed. Looking at the particular example in which the fractional-pel distance corresponds to one fourth shift in the vertical and horizontal directions (e.g., d=(Ts/4, Tt/4)), it may be seen that at least one fractional-pel value [corresponding to that fractional-pel distance] in the vertical dimension is employed and at least one fractional-pel value corresponding to that same fractional-pel distance] in the horizontal dimension is employed. It is noted that the use of such a fractional-pel distance corresponding to a one fourth shift is exemplary, and generally speaking, any desired fractional-pel distance may be employed without departing from the scope and spirit of the invention (e.g., fractional-pel distance generally of being 1/N, where N is an integer, such that d=(Ts/N, Tt/N)). - Moreover, it is noted that while such exemplary embodiments are described with respect to a given fractional-pel distance employed commonly within more than one dimension, it is noted that different respective fractional-pel distances may be employed with respect to the different dimensions. For example, a first fractional-pel distance may be employed in a first dimension (e.g., vertical), a second fractional-pel distance may be employed in the second dimension (e.g., horizontal), and so on (e.g., d=(Ts/N1, Tt/N2), where N1 and N2 are different respective integers).
- Also, while certain of the embodiments and/or diagrams included herein are directed towards image or video signals corresponding to two dimensions, it is noted that such operations and/or processing may be generally extended to image or video signals corresponding to more than two dimensions (e.g., three-dimensional image or video signals). For example, such operations and/or processing may be generally extended to more than two dimensions in accordance with generating such a function, ƒd(p, q, r), for a three-dimensional signal, or such a function, ƒd(p, q, r, s), for a four-dimensional signal, and so on. For example, in an embodiment in which the same fractional-pel distance would be employed in each respective dimension of a three-dimensional signal, such a fractional-pel distance may be shown as d=(Ts/U, Tt/U, Tu/U)), where U is an integer. Analogously, in an embodiment in which the same fractional-pel distance would be employed in each respective dimension of a four-dimensional signal, such a fractional-pel distance may be shown as d=(Ts/U, Tt/U, Tu/U, Tv/U)), where U is an integer, and so on.
- Alternatively, if different respective fractional-pel justices would be employed in each respective dimension of a three-dimensional signal, such a fractional-pel distance may be shown as d=(Ts/U1, Tt/U2, Tu/U3)), where each of U1, U2, and U3 are integers. Of course, it is noted that any to respective dimensions may employ the very same fractional-pel distance, such that either one of U2 and U3 may be the same as U1. Analogously, if different respective fractional-pel justices would be employed in each respective dimension of a three-dimensional signal, such a fractional-pel distance may be shown as d=(Ts/U1, Tt/U2, Tu/U3, Tv/U4)), where each of U1, U2, U3, and U4 are integers, and so on.
- As may be understood, with respect to the generation of coefficient values in accordance with more than one dimension effectuated simultaneously and/or in parallel, such operations may be extended towards signals having any of a number of multiple dimensions. For example, with respect to generation of signals in accordance with three dimensions, as described generally above, such simultaneous and/or in parallel processing may be made with respect to each of the respective three dimensions. Alternatively, with respect to three-dimensional image or video signaling corresponding to at least two respective cameras operating simultaneously from different respective viewpoints, such motion compensation processing may be applied towards the respective image or video signals generated from those at least two respective cameras. That is to say, while each respective camera may be operative for generating a two-dimensional image or video signal, such motion compensation processing as described herein with respect to two-dimensional signals may be applied respectively to the respective image or video signals generated from those of these two respective cameras. In any event, with respect to any given image or video signal, information related to more than one respective dimension may be employed simultaneously and/or in parallel in accordance with generating coefficient values.
- Also, respect to the
FIG. 11 , as well as with respect other embodiments and/or diagrams herein, it is noted that the manner by which the function, ƒd(p, q) (or a higher order dimension function), has been derived with respect to this exemplary embodiment is but one manner by which such a function may be generated for use in deriving filter coefficients for use in accordance with motion compensation processing. Other such processes, such as those not being effectuated in accordance with discrete cosine transform (DCT), and it's respective inverse, may alternatively be employed in other embodiments without departing from the scope and spirit of the invention. - At a minimum, with respect to this exemplary embodiment performed with respect to more than one dimension, it can be seen that such filter coefficients may be generated with respect to each of at least a first dimension and a second dimension simultaneously and/or in parallel (e.g., simultaneously and/or in parallel with respect to each of a vertical dimension and a horizontal dimension as with respect to a two-dimensional image or video signal).
-
FIG. 12 illustrates anembodiment 1200 showing simultaneous or in parallel generation of coefficients in multiple dimensions in accordance with video processing operations. This diagram pictorially illustrates an input bitstream undergoing simultaneous or in parallel video processing operations in at least two respective dimensions. While various embodiments are directed to performing video processing in accordance with video decoding operations (e.g., such as in accordance with motion compensation operations and/or processing in a video decoding architecture), it is noted that certain operations may also be employed in accordance with performing video encoding operations. - As may be understood in accordance with in accordance with various aspects, and their equivalents, of the invention, coefficient values associated with a video signal are generated with respect to each of two or more dimensions simultaneously and/or in parallel. The generation of these respective coefficient values is based on at least one respective fractional-pel value in each of the respective dimensions (e.g., a first at least one fractional-pel value in a first dimension, a second at least one fractional-pel value in a second dimension, etc. such that different respective fractional-pel values are employed in different respective dimensions). Moreover, the same fractional-pel distance may be employed within each of the respective dimensions in certain embodiments. Alternatively, different respective fractional-pel distance may be employed within each of the respective dimensions in other embodiments (e.g., a first fractional-pel distance may be employed in a first dimension (e.g., vertical), a second fractional-pel distance may be employed in the second dimension (e.g., horizontal), and so on).
- The coefficient values generated in accordance with performing such video processing (e.g., including motion compensation processing) may be used in accordance with any of a number of additional video encoding processes, video decoding processes, and/or operational steps by any of a number of additional circuitries, modules, functional blocks, etc.
-
FIG. 13A andFIG. 13B illustrate various embodiments ofmethods - Referring to the
method 1300 ofFIG. 13A , themethod 1300 begins by receiving an input bitstream via an input, as shown in ablock 1310. Themethod 1300 continues by performing motion compensation (e.g., such as may be performed using emotion compensation module, such as in accordance with a video decoding architecture) including performing fractional pixel position interpolation of a first plurality of pixels of a first frame with respect to a first dimension and a second dimension simultaneously or in parallel thereby generating a plurality of coefficient values for use in generating a second plurality of pixels of the second frame, as shown in ablock 1320. Themethod 1300 then operates by employing the first frame and the second frame for generating output video signal, as shown in ablock 1330. - As may be understood in accordance with such motion compensation operations associated in accordance with video processing, a novel approaches presented herein by which such respective coefficient values may be calculated simultaneously and/or in parallel with one another in accordance with more than one respective dimension. That is to say, in certain embodiments in from certain perspectives, the calculation of such coefficient values may be viewed as being made in both the vertical and horizontal dimensions simultaneously.
- Referring to
method 1301 ofFIG. 13B , themethod 1301 operates by processing an input plurality of pixels, with respect to a first dimension and a second dimension simultaneously and/or in parallel thereby generating a plurality of coefficient values, as shown in a block 1311. The operations associated with the block 1311 may be performed such that each of the plurality of coefficient values is based on a respective at least one fractional-pel value in the first dimension and a respective at least one fractional-pel value in the second dimension. For example, the same fractional-pel value may be used with respect to both dimensions or different respective fractional-pel values may be employed respectively within different respective dimensions. - It is noted that such video processing operations may be performed within any of a variety of different types of devices including destination devices, middling devices, and/or generally any communication device that is operative within one or more of a satellite communication system, a wireless communication system, a wired communication system, and a fiber-optic communication system. With respect to the destination device, such a device may be viewed generally as including an input for receiving an input bitstream or a signal corresponding to the input bitstream from a source device or a middling device via one or more communication networks. With respect to the middling device, such a device may be viewed generally as including an input for receiving an input bitstream or a signal corresponding to the input bitstream from a source device or another middling device via one or more communication networks, as well as including an output for outputting an output bitstream or a signal corresponding to an output bitstream or an output video signal to at least one destination device via the one or more communication networks or one or more additional communication networks.
- It is also noted that the various operations and functions as described with respect to various methods herein may be performed within a communication device, such as using a baseband processing module and/or a processing module implemented therein and/or other component(s) therein.
- As may be used herein, the terms “substantially” and “approximately” provides an industry-accepted tolerance for its corresponding term and/or relativity between items. Such an industry-accepted tolerance ranges from less than one percent to fifty percent and corresponds to, but is not limited to, component values, integrated circuit process variations, temperature variations, rise and fall times, and/or thermal noise. Such relativity between items ranges from a difference of a few percent to magnitude differences. As may also be used herein, the term(s) “operably coupled to”, “coupled to”, and/or “coupling” includes direct coupling between items and/or indirect coupling between items via an intervening item (e.g., an item includes, but is not limited to, a component, an element, a circuit, and/or a module) where, for indirect coupling, the intervening item does not modify the information of a signal but may adjust its current level, voltage level, and/or power level. As may further be used herein, inferred coupling (i.e., where one element is coupled to another element by inference) includes direct and indirect coupling between two items in the same manner as “coupled to”. As may even further be used herein, the term “operable to” or “operably coupled to” indicates that an item includes one or more of power connections, input(s), output(s), etc., to perform, when activated, one or more its corresponding functions and may further include inferred coupling to one or more other items. As may still further be used herein, the term “associated with”, includes direct and/or indirect coupling of separate items and/or one item being embedded within another item. As may be used herein, the term “compares favorably”, indicates that a comparison between two or more items, signals, etc., provides a desired relationship. For example, when the desired relationship is that
signal 1 has a greater magnitude thansignal 2, a favorable comparison may be achieved when the magnitude ofsignal 1 is greater than that ofsignal 2 or when the magnitude ofsignal 2 is less than that ofsignal 1. - As may also be used herein, the terms “processing module”, “processing circuit”, and/or “processing unit” may be a single processing device or a plurality of processing devices. Such a processing device may be a microprocessor, micro-controller, digital signal processor, microcomputer, central processing unit, field programmable gate array, programmable logic device, state machine, logic circuitry, analog circuitry, digital circuitry, and/or any device that manipulates signals (analog and/or digital) based on hard coding of the circuitry and/or operational instructions. The processing module, module, processing circuit, and/or processing unit may be, or further include, memory and/or an integrated memory element, which may be a single memory device, a plurality of memory devices, and/or embedded circuitry of another processing module, module, processing circuit, and/or processing unit. Such a memory device may be a read-only memory, random access memory, volatile memory, non-volatile memory, static memory, dynamic memory, flash memory, cache memory, and/or any device that stores digital information. Note that if the processing module, module, processing circuit, and/or processing unit includes more than one processing device, the processing devices may be centrally located (e.g., directly coupled together via a wired and/or wireless bus structure) or may be distributedly located (e.g., cloud computing via indirect coupling via a local area network and/or a wide area network). Further note that if the processing module, module, processing circuit, and/or processing unit implements one or more of its functions via a state machine, analog circuitry, digital circuitry, and/or logic circuitry, the memory and/or memory element storing the corresponding operational instructions may be embedded within, or external to, the circuitry comprising the state machine, analog circuitry, digital circuitry, and/or logic circuitry. Still further note that, the memory element may store, and the processing module, module, processing circuit, and/or processing unit executes, hard coded and/or operational instructions corresponding to at least some of the steps and/or functions illustrated in one or more of the Figures. Such a memory device or memory element can be included in an article of manufacture.
- The present invention has been described above with the aid of method steps illustrating the performance of specified functions and relationships thereof. The boundaries and sequence of these functional building blocks and method steps have been arbitrarily defined herein for convenience of description. Alternate boundaries and sequences can be defined so long as the specified functions and relationships are appropriately performed. Any such alternate boundaries or sequences are thus within the scope and spirit of the claimed invention. Further, the boundaries of these functional building blocks have been arbitrarily defined for convenience of description. Alternate boundaries could be defined as long as the certain significant functions are appropriately performed. Similarly, flow diagram blocks may also have been arbitrarily defined herein to illustrate certain significant functionality. To the extent used, the flow diagram block boundaries and sequence could have been defined otherwise and still perform the certain significant functionality. Such alternate definitions of both functional building blocks and flow diagram blocks and sequences are thus within the scope and spirit of the claimed invention. One of average skill in the art will also recognize that the functional building blocks, and other illustrative blocks, modules and components herein, can be implemented as illustrated or by discrete components, application specific integrated circuits, processors executing appropriate software and the like or any combination thereof.
- The present invention may have also been described, at least in part, in terms of one or more embodiments. An embodiment of the present invention is used herein to illustrate the present invention, an aspect thereof, a feature thereof, a concept thereof, and/or an example thereof A physical embodiment of an apparatus, an article of manufacture, a machine, and/or of a process that embodies the present invention may include one or more of the aspects, features, concepts, examples, etc. described with reference to one or more of the embodiments discussed herein. Further, from figure to figure, the embodiments may incorporate the same or similarly named functions, steps, modules, etc. that may use the same or different reference numbers and, as such, the functions, steps, modules, etc. may be the same or similar functions, steps, modules, etc. or different ones.
- While such circuitries in the above described figure(s) may including transistors, such as field effect transistors (FETs), as one of ordinary skill in the art will appreciate, such transistors may be implemented using any type of transistor structure including, but not limited to, bipolar, metal oxide semiconductor field effect transistors (MOSFET), N-well transistors, P-well transistors, enhancement mode, depletion mode, and zero voltage threshold (VT) transistors.
- Unless specifically stated to the contra, signals to, from, and/or between elements in a figure of any of the figures presented herein may be analog or digital, continuous time or discrete time, and single-ended or differential. For instance, if a signal path is shown as a single-ended path, it also represents a differential signal path. Similarly, if a signal path is shown as a differential path, it also represents a single-ended signal path. While one or more particular architectures are described herein, other architectures can likewise be implemented that use one or more data buses not expressly shown, direct connectivity between elements, and/or indirect coupling between other elements as recognized by one of average skill in the art.
- The term “module” is used in the description of the various embodiments of the present invention. A module includes a processing module, a functional block, hardware, and/or software stored on memory for performing one or more functions as may be described herein. Note that, if the module is implemented via hardware, the hardware may operate independently and/or in conjunction software and/or firmware. As used herein, a module may contain one or more sub-modules, each of which may be one or more modules.
- While particular combinations of various functions and features of the present invention have been expressly described herein, other combinations of these features and functions are likewise possible. The present invention is not limited by the particular examples disclosed herein and expressly incorporates these other combinations.
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US9161060B2 (en) | 2015-10-13 |
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US20130083841A1 (en) | 2013-04-04 |
US10165285B2 (en) | 2018-12-25 |
US9906797B2 (en) | 2018-02-27 |
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US20130083840A1 (en) | 2013-04-04 |
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