WO2022257969A1 - 点云编码处理方法、解码处理方法及相关设备 - Google Patents
点云编码处理方法、解码处理方法及相关设备 Download PDFInfo
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Definitions
- the present application belongs to the technical field of point cloud processing, and in particular relates to a point cloud encoding processing method, decoding processing method and related equipment.
- AVS Analog Video coding Standard
- the current isolated point encoding conditions only limit the nodes to be encoded near the bottom layer that do not meet the isolated point encoding conditions, which will make more nodes to be encoded need to set isolated node identifiers, resulting in a larger encoded code stream.
- the embodiment of the present application provides a point cloud encoding processing method, decoding processing method and related equipment, which can solve the problem of large coded streams caused by setting too many isolated node identifiers in the prior art.
- a point cloud encoding processing method including:
- the target queue includes the node occupied by the corresponding space block in the tree structure constructed based on the first geometric information, the first geometric information is based on the Nth frame point cloud to be encoded
- the geometric information is obtained by preprocessing, and N is an integer greater than 1;
- the coding condition of the isolated point includes: the fact that the target node is occupied satisfies a preset condition, and the target node is a node associated with the current node to be coded among the coded nodes.
- a point cloud decoding processing method including:
- the target queue includes the node occupied by the corresponding spatial block in the tree structure constructed based on the first geometric information, the first geometric information is the Nth frame point cloud to be decoded
- the geometric information corresponding to the decoded node, N is an integer greater than 1;
- the isolated point decoding condition includes: the fact that the target node is occupied satisfies a preset condition, and the target node is a node associated with the current node to be decoded among the decoded nodes.
- a point cloud encoding processing device including:
- the first obtaining module is used to obtain the current node to be encoded in the target queue, the target queue includes the node occupied by the corresponding space block in the tree structure constructed based on the first geometric information, and the first geometric information is based on the node to be encoded
- the geometric information of the coded Nth frame point cloud is obtained by preprocessing, and N is an integer greater than 1;
- a first determination module configured to determine the coding mode of the current node to be coded according to whether the current node to be coded meets the outlier coding condition
- the coding condition of the isolated point includes: the fact that the target node is occupied satisfies a preset condition, and the target node is a node associated with the current node to be coded among the coded nodes.
- a point cloud decoding processing device including:
- the second acquisition module is used to acquire the current node to be decoded in the target queue, the target queue includes the node occupied by the corresponding space block in the tree structure constructed based on the first geometric information, and the first geometric information is the node to be decoded
- the geometric information corresponding to the decoded node of the decoded point cloud of the Nth frame, N is an integer greater than 1;
- the second determining module is configured to determine the decoding mode of the current node to be decoded according to whether the current node to be decoded satisfies the outlier decoding condition;
- the isolated point decoding condition includes: the fact that the target node is occupied satisfies a preset condition, and the target node is a node associated with the current node to be decoded among the decoded nodes.
- a terminal includes a processor, a memory, and a program or instruction stored in the memory and operable on the processor.
- the program or instruction is executed by the processor The steps of the method described in the first aspect are realized.
- a terminal including a processor and a communication interface, wherein,
- the processor is configured to perform the following operations: obtain the current node to be encoded in the target queue, the target queue includes nodes occupied by corresponding space blocks in the tree structure constructed based on the first geometric information, the first geometric information Obtained by preprocessing based on the geometric information of the Nth frame point cloud to be encoded, N is an integer greater than 1; according to whether the current node to be encoded meets the isolated point encoding condition, determine the encoding mode of the current node to be encoded; wherein , the coding condition of the isolated point includes: the fact that the target node is occupied satisfies a preset condition, and the target node is a node associated with the current node to be coded among the coded nodes;
- the processor is configured to perform the following operations: obtain the current node to be decoded in the target queue, the target queue includes nodes occupied by corresponding space blocks in the tree structure constructed based on the first geometric information, and the first geometric information is The geometric information corresponding to the decoded node of the point cloud of the Nth frame to be decoded, N is an integer greater than 1; according to whether the current node to be decoded meets the isolated point decoding condition, determine the decoding mode of the current node to be decoded; wherein, The isolated point decoding condition includes: the fact that the target node is occupied satisfies a preset condition, and the target node is a node associated with the current node to be decoded among the decoded nodes.
- a readable storage medium is provided, and programs or instructions are stored on the readable storage medium, and when the programs or instructions are executed by a processor, the steps of the method described in the first aspect are realized, or the steps of the method described in the first aspect are realized, or The steps of the method described in the second aspect.
- the embodiment of the present application provides a chip, the chip includes a processor and a communication interface, the communication interface is coupled to the processor, and the processor is used to run programs or instructions, so as to implement the first aspect The steps of the method, or the steps of the method for realizing the second aspect.
- a computer program product is provided, the computer program product is stored in a non-transitory storage medium, and the computer program product is executed by at least one processor to implement the method as described in the first aspect, or Implement the method as described in the second aspect.
- a communication device configured to execute the method described in the first aspect, or execute the method described in the second aspect.
- the current node to be encoded is acquired in the target queue, the target queue includes the nodes occupied by the corresponding space block in the tree structure constructed based on the first geometric information, and the first geometric information is based on the to-be-encoded
- the geometric information of the Nth frame of the point cloud is obtained by preprocessing, and N is an integer greater than 1; according to whether the current node to be encoded satisfies the isolated point encoding condition, determine the encoding mode of the current node to be encoded; wherein, the The isolated point encoding condition includes: the fact that the target node is occupied satisfies a preset condition, and the target node is a node associated with the current node to be encoded among the encoded nodes.
- the proportion of isolated nodes in the isolated point encoding mode can be increased based on the occupancy of the corresponding nodes of the reconstructed point cloud of the encoded frame, so that the number of nodes entering the isolated point encoding mode can be reduced, and the number of isolated node identifications that need to be encoded can be reduced . Therefore, the embodiment of the present application can reduce the encoding code stream.
- Figure 1 is a schematic diagram of the point cloud AVS encoder framework
- Figure 2 is a schematic diagram of the point cloud AVS decoder framework
- FIG. 3 is a schematic diagram of an interframe coding framework
- FIG. 4 is a flow chart of a point cloud encoding processing method provided by an embodiment of the present application.
- Fig. 5 is a schematic diagram of the processing flow of octree encoding
- FIG. 6 is a flow chart of a point cloud decoding processing method provided by an embodiment of the present application.
- FIG. 7 is a structural diagram of a point cloud encoding processing device provided by an embodiment of the present application.
- Fig. 8 is a structural diagram of a point cloud decoding processing device provided by an embodiment of the present application.
- FIG. 9 is a structural diagram of a communication device provided by an embodiment of the present application.
- FIG. 10 is a structural diagram of a communication device provided by an embodiment of the present application.
- first, second and the like in the specification and claims of the present application are used to distinguish similar objects, and are not used to describe a specific sequence or sequence. It is to be understood that the terms so used are interchangeable under appropriate circumstances such that the embodiments of the application are capable of operation in sequences other than those illustrated or described herein and that "first" and “second” distinguish objects. Generally, it is one class, and the number of objects is not limited, for example, there may be one or more first objects.
- “and/or” in the description and claims means at least one of the connected objects, and the character “/” generally means that the related objects are an "or” relationship.
- the codec terminal corresponding to the codec method in the embodiment of the present application can be a terminal, and the terminal can also be called a terminal device or a user terminal (User Equipment, UE), and the terminal can be a mobile phone, a tablet computer (Tablet Personal Computer), a laptop Laptop Computer (Laptop Computer) or Notebook Computer, Personal Digital Assistant (Personal Digital Assistant, PDA), PDA, Netbook, Ultra-mobile Personal Computer (UMPC), Mobile Internet Device (Mobile Internet Device) , MID), augmented reality (augmented reality, AR)/virtual reality (virtual reality, VR) equipment, robot, wearable device (Wearable Device) or vehicle equipment (Vehicle User Equipment, VUE), pedestrian terminal (Pedestrian User Equipment , PUE) and other terminal-side devices, wearable devices include: smart watches, bracelets, earphones, glasses, etc. It should be noted that, the embodiment of the present application does not limit the specific type of the terminal.
- the geometric information and attribute information of the point cloud are encoded separately.
- coordinate transformation is performed on the geometric information so that all point clouds are contained in a bounding box, and then the coordinates are quantized.
- Quantization mainly plays the role of scaling. Since quantization will round the geometric coordinates, the geometric information of some points will be the same, which is called duplicate points. It is determined whether to remove duplicate points according to the parameters. Quantization and removal of duplicate points are two steps. Also known as the voxelization process.
- the bounding box is divided into 8 sub-cubes, and the non-empty sub-cubes continue to be divided until the unit cube with leaf nodes of 1x1x1 is obtained.
- the number of points in the point is encoded to generate a binary code stream.
- the current AVS geometry division sequence includes two types:
- Depth-first traversal order When dividing the geometry into an octree, the first node of the current layer will be divided continuously until the leaf node obtained by division is a 1x1x1 unit cube and stop dividing the current node. According to this sequence, the subsequent nodes of the current layer are divided until the division of the nodes on the current layer is completed.
- Attribute coding is mainly aimed at color and reflectance information. First, judge whether to perform color space conversion according to the parameters. If color space conversion is performed, the color information is converted from Red Green Blue (RGB) color space to brightness color (YUV) color space. Then, the geometrically reconstructed point cloud is recolored with the original point cloud so that the unencoded attribute information corresponds to the reconstructed geometric information.
- RGB Red Green Blue
- YUV brightness color
- the nearest neighbor of the point to be predicted is searched using the geometric spatial relationship, and the reconstructed attribute value of the found neighbor is used to predict the point to be predicted to obtain the predicted attribute value, and then the The real attribute value and the predicted attribute value are differentiated to obtain the prediction residual, and finally the prediction residual is quantized and encoded to generate a binary code stream.
- the AVS decoding process corresponds to the encoding process.
- the AVS decoder framework is shown in FIG. 2 .
- the AVS exploration model (Explore model, EM) proposes an inter-frame coding framework based on the above-mentioned intra-frame coding framework, as shown in Figure 3.
- the specific coding process is as follows:
- I frame and P frame Two frame types are set: I frame and P frame.
- the first frame of each sequence is an I frame, and only intra-frame prediction is used. All subsequent frames are P frames, and forward inter-frame prediction is performed, and the previous frame is used as a reference frame.
- an interframe flag (interMode) is added to control whether to use the interframe prediction tool;
- the same sub-block division operation as that of the current block to be encoded is performed to obtain the occupancy code information of the predicted block and the current block respectively.
- the decoding process corresponds to the encoding process, which will not be repeated here.
- FIG. 4 is a flow chart of a point cloud encoding processing method provided by an embodiment of the present application. As shown in FIG. 4, it includes the following steps:
- Step 401 obtain the current node to be encoded in the target queue, the target queue includes the nodes occupied by the corresponding space block in the tree structure constructed based on the first geometric information based on the Nth to-be-encoded
- the geometric information of the frame point cloud is obtained by preprocessing, and N is an integer greater than 1;
- the root node when encoding the first geometric information, may be firstly determined and stored in the first node queue. It should be understood that the root node corresponds to a bounding box, including all points in the first geometric information. Then divide the root node into a tree structure to obtain child nodes, and store the occupied child nodes in the first node queue based on the occupation of the child nodes. At this time, the occupied child node may be placed after the last node in the first node queue, or after the node currently undergoing structure tree division. When encoding, the nodes in the first node queue may be traversed sequentially as the current nodes to be encoded, and the encoding operation is performed.
- Step 402 Determine the encoding mode of the current node to be encoded according to whether the current node to be encoded meets the outlier encoding condition;
- the coding condition of the isolated point includes: the fact that the target node is occupied satisfies a preset condition, and the target node is a node associated with the current node to be coded among the coded nodes.
- the encoding mode of the current node to be encoded includes an isolated point encoding mode or a placeholder code encoding mode, and when the current node to be encoded satisfies the isolated point encoding condition, the The encoding mode is an outlier encoding mode; when the current node to be encoded does not meet the outlier encoding condition, the encoding mode of the current node to be encoded is a placeholder code encoding mode.
- the condition that the target node is occupied satisfies the preset condition as part of the outlier encoding condition, so that it can be determined whether the current node satisfies the outlier condition according to the sparseness of the nodes in the second geometric information.
- Encoding conditions For example, if the nodes corresponding to the reconstructed point cloud of the reference frame are relatively sparse, then the nodes of the current frame are also highly likely to be sparse, so the probability of this node being an isolated point is relatively high.
- the node of the current frame node entering the isolated point encoding mode is a real isolated point with a high probability, and enters the isolated point encoding by upgrading
- the current node to be encoded is acquired in the target queue, the target queue includes the nodes occupied by the corresponding space block in the tree structure constructed based on the first geometric information, and the first geometric information is based on the to-be-encoded
- the geometric information of the Nth frame of the point cloud is obtained by preprocessing, and N is an integer greater than 1; according to whether the current node to be encoded satisfies the isolated point encoding condition, determine the encoding mode of the current node to be encoded; wherein, the The isolated point encoding condition includes: the fact that the target node is occupied satisfies a preset condition, and the target node is a node associated with the current node to be encoded among the encoded nodes.
- the proportion of isolated nodes in the isolated point encoding mode can be increased based on the occupancy of the corresponding nodes of the reconstructed point cloud of the encoded frame, so that the number of nodes entering the isolated point encoding mode can be reduced, and the number of isolated node identifications that need to be encoded can be reduced. quantity. Therefore, the embodiment of the present application can reduce the encoding code stream.
- synchronous tree structure division can be performed on the first geometric information and the second geometric information, so as to obtain the nodes of the tree structure corresponding to the first geometric information and the tree structure corresponding to the second geometric information of nodes.
- performing synchronous tree division on the first geometric information and the second geometric information can be understood as, when performing tree structure division on the second geometric information, refer to the tree structure of the first geometric information to perform synchronous division, that is, corresponding to the second geometric information Whether a certain node in the tree structure is divided into child nodes needs to be synchronized with the corresponding node of the tree structure corresponding to the first geometric information.
- tree structure division may be understood as multi-tree structure division, for example, octree division, quadtree division, and binary tree division may be used.
- the above-mentioned reference frame point cloud is at least one frame of point cloud that has been encoded.
- the geometric information can be reconstructed to obtain the reconstructed geometric information, and a memory can be opened to save each The frame encodes the reconstructed geometry information corresponding to the point cloud.
- the geometric information of the point cloud of the Nth frame can be preprocessed to obtain the first geometric information.
- the target node includes at least one of the following:
- a child node of the first node is a node corresponding to the current node to be encoded in the tree structure corresponding to the second geometric information, and the second geometric information is a reference corresponding to the Nth frame point cloud The reconstructed geometric information of the frame point cloud;
- a child node of a neighbor node of the first node is a child node of a neighbor node of the first node.
- the current node to be encoded and the first node may be divided into a synchronization tree before or after judging whether the current node to be encoded satisfies the outlier encoding condition. It should be noted that if the current node to be coded and the first node are divided into synchronous trees before judging whether the current node to be coded satisfies the isolated point coding conditions, the occupancy of the child nodes of the first node can be obtained. At this time, the target The nodes may include child nodes of the first node. If the synchronization tree is divided between the current node to be encoded and the first node after judging whether the current node to be encoded satisfies the outlier encoding condition, the occupancy of the child nodes of the first node cannot be obtained.
- the neighbor nodes of the first node include at least one of the following:
- the fact that the target node is occupied and the preset condition is satisfied includes at least one of the following:
- the number of nodes occupied by the target node is less than a first threshold
- the number of points located in the spatial block corresponding to the target node in the second geometric information is less than a second threshold, and the second geometric information is the reconstructed geometric information of the point cloud of the reference frame corresponding to the point cloud of the Nth frame.
- it can be determined based on the number of target nodes occupied whether the current node satisfies the isolated point encoding condition, or based on the number of points in the second geometric information located in the space block corresponding to the target node to determine whether the current node is If the isolated point encoding condition is met, joint judgment can also be performed.
- the outlier encoding conditions further include:
- the directly encoded identifier of the geometric header information corresponding to the Nth frame point cloud is a preset value
- the spatial block corresponding to the current node to be encoded has side lengths in L directions greater than the preset minimum side length
- the sum of the Morton code bits to be encoded at the target point is greater than the preset times of L
- the target The points include points located in the space block corresponding to the current to-be-coded node in the first geometric information, and L is a natural number.
- the above-mentioned preset times may be 2 times.
- the size of the preset value above can be set according to actual needs, and no further limitation is made here.
- the method when the coding mode of the current node to be coded is an isolated point coding mode, the method further includes:
- placeholder code encoding is performed
- the isolated point encoding is performed.
- performing placeholder code encoding can be understood as encoding the placeholder code of the current node to be encoded by Context-based Adaptive Binary Arithmetic Coding (CABAC).
- CABAC Context-based Adaptive Binary Arithmetic Coding
- the manner of encoding the isolated point may refer to related technologies and will not be repeated here.
- the isolated point coding conditions include the following conditions:
- the target node is occupied satisfies the preset condition, and the target node is a node associated with the current node to be coded among the coded nodes;
- the directly encoded identifier of the geometric header information corresponding to the Nth frame point cloud is a preset value
- the spatial block corresponding to the current node to be encoded has side lengths in L directions greater than the preset minimum side length
- the sum of the Morton code bits to be encoded at the target point is greater than the preset times of L
- the target The points include points located in the space block corresponding to the current to-be-coded node in the first geometric information, and L is a natural number.
- the sub-node corresponding to the reference frame can be understood as a node corresponding to the sub-node currently performing entropy encoding among the nodes corresponding to the point cloud reconstruction of the reference frame.
- the first set of contexts can be designed based on the occupancy patterns of neighboring nodes of corresponding nodes between frames, and the second set of contexts can use intra-frame contexts.
- FIG. 6 is a flow chart of a point cloud decoding processing method provided by an embodiment of the present application. As shown in FIG. 6, it includes the following steps:
- Step 601 obtain the current node to be decoded in the target queue, the target queue includes the nodes occupied by the corresponding space block in the tree structure constructed based on the first geometric information, the first geometric information is the Nth node to be decoded
- N is an integer greater than 1;
- Step 602 Determine the decoding mode of the current node to be decoded according to whether the current node to be decoded satisfies the outlier decoding condition;
- the isolated point decoding condition includes: the fact that the target node is occupied satisfies a preset condition, and the target node is a node associated with the current node to be decoded among the decoded nodes.
- the first geometric information may be obtained through entropy decoding and multi-tree reconstruction based on the geometric code stream corresponding to the point cloud of the Nth frame.
- the target node includes at least one of the following:
- a child node of the first node is a node corresponding to the current node to be decoded in the tree structure corresponding to the second geometric information, and the second geometric information is a reference corresponding to the Nth frame point cloud The reconstructed geometric information of the frame point cloud;
- a child node of a neighbor node of the first node is a child node of a neighbor node of the first node.
- the neighbor nodes of the first node include at least one of the following:
- the fact that the target node is occupied and the preset condition is satisfied includes at least one of the following:
- the number of nodes occupied by the target node is less than a first threshold
- the number of points located in the spatial block corresponding to the target node in the second geometric information is less than a second threshold, and the second geometric information is the reconstructed geometric information of the point cloud of the reference frame corresponding to the point cloud of the Nth frame.
- the outlier decoding condition also includes:
- the direct decoding identifier of the geometric header information corresponding to the Nth frame point cloud is a preset value
- the spatial block corresponding to the current node to be decoded has side lengths in L directions greater than the preset minimum side length
- the sum of the Morton code bits to be decoded at the target point is greater than the preset times of L
- the target The points include points located in the spatial block corresponding to the current node to be decoded in the first geometric information, and L is a natural number.
- the decoding mode of the current node to be decoded includes an isolated point decoding mode or a placeholder code decoding mode, and when the current node to be decoded satisfies an isolated point decoding condition, the decoding mode of the current node to be decoded is an outlier decoding mode; if the current node to be decoded does not satisfy the outlier decoding condition, the decoding mode of the current to-be-decoded node is a placeholder code decoding mode.
- the method further includes:
- the current node to be decoded is an isolated node
- isolated point decoding is performed.
- this embodiment is an implementation of the decoding end corresponding to the embodiment shown in FIG. 4 , and the decoding process is the inverse process of the encoding process.
- the decoding process is the inverse process of the encoding process.
- specific implementation methods please refer to the relevant description of the embodiment shown in FIG. 4 , and To achieve the same beneficial effect, in order to avoid repeated descriptions, details are not repeated here.
- the point cloud encoding processing method provided in the embodiment of the present application may be executed by a point cloud encoding processing device, or a control module in the point cloud encoding processing device for executing the point cloud encoding processing method.
- the point cloud coding processing device provided in the embodiment of the present application is described by taking the point cloud coding processing device executing the point cloud coding processing method as an example.
- FIG. 7 is a structural diagram of a point cloud encoding processing device provided in an embodiment of the present application. As shown in FIG. 7, the point cloud encoding processing device 700 includes:
- the first acquisition module 701 is configured to acquire the current node to be encoded in the target queue, the target queue includes nodes occupied by corresponding space blocks in the tree structure constructed based on the first geometric information, and the first geometric information is based on The geometric information of the Nth frame point cloud to be encoded is obtained by preprocessing, and N is an integer greater than 1;
- the first determination module 702 is configured to determine the encoding mode of the current node to be encoded according to whether the current node to be encoded meets the outlier encoding condition;
- the coding condition of the isolated point includes: the fact that the target node is occupied satisfies a preset condition, and the target node is a node associated with the current node to be coded among the coded nodes.
- the target node includes at least one of the following:
- a child node of the first node is a node corresponding to the current node to be encoded in the tree structure corresponding to the second geometric information, and the second geometric information is a reference corresponding to the Nth frame point cloud The reconstructed geometric information of the frame point cloud;
- a child node of a neighbor node of the first node is a child node of a neighbor node of the first node.
- the neighbor nodes of the first node include at least one of the following:
- the fact that the target node is occupied and the preset condition is satisfied includes at least one of the following:
- the number of nodes occupied by the target node is less than a first threshold
- the number of points located in the spatial block corresponding to the target node in the second geometric information is less than a second threshold, and the second geometric information is the reconstructed geometric information of the reference frame point cloud corresponding to the Nth frame point cloud.
- the isolated point coding conditions also include:
- the directly encoded identifier of the geometric header information corresponding to the Nth frame point cloud is a preset value
- the spatial block corresponding to the current node to be encoded has side lengths in L directions greater than the preset minimum side length
- the sum of the Morton code bits to be encoded at the target point is greater than the preset times of L
- the target The points include points located in the space block corresponding to the current to-be-coded node in the first geometric information, and L is a natural number.
- the encoding mode of the current node to be encoded includes an isolated point encoding mode or a placeholder code encoding mode, and when the current node to be encoded meets the isolated point encoding condition, the encoding mode of the current node to be encoded is an outlier encoding mode; if the current node to be encoded does not satisfy the outlier encoding condition, the encoding mode of the current to-be-encoded node is a placeholder code encoding mode.
- the point cloud encoding processing device further includes a first execution module, configured to perform the following operations when the encoding mode of the current node to be encoded is the isolated point encoding mode:
- placeholder code encoding is performed
- the isolated point encoding is performed.
- the point cloud encoding processing device provided in the embodiment of the present application can realize each process in the method embodiment in FIG. 4 , and to avoid repetition, details are not repeated here.
- the point cloud decoding processing method provided in the embodiment of the present application may be executed by a point cloud decoding processing device, or a control module in the point cloud decoding processing device for executing the point cloud decoding processing method.
- the point cloud decoding processing device provided in the embodiment of the present application is described by taking the point cloud decoding processing device executing the point cloud decoding processing method as an example.
- FIG. 8 is a structural diagram of a point cloud decoding processing device provided in an embodiment of the present application. As shown in FIG. 8, the point cloud decoding processing device 800 includes:
- the second acquisition module 801 is configured to acquire the current node to be decoded in the target queue, the target queue includes nodes occupied by corresponding space blocks in the tree structure constructed based on the first geometric information, and the first geometric information is The geometric information corresponding to the decoded node of the point cloud of the Nth frame to be decoded, N is an integer greater than 1;
- the second determination module 802 is used to determine the decoding mode of the current node to be decoded according to whether the current node to be decoded satisfies the outlier decoding condition;
- the isolated point decoding condition includes: the fact that the target node is occupied satisfies a preset condition, and the target node is a node associated with the current node to be decoded among the decoded nodes.
- the target node includes at least one of the following:
- a child node of the first node is a node corresponding to the current node to be decoded in the tree structure corresponding to the second geometric information, and the second geometric information is a reference corresponding to the Nth frame point cloud The reconstructed geometric information of the frame point cloud;
- a child node of a neighbor node of the first node is a child node of a neighbor node of the first node.
- the neighbor nodes of the first node include at least one of the following:
- the fact that the target node is occupied and the preset condition is satisfied includes at least one of the following:
- the number of nodes occupied by the target node is less than a first threshold
- the number of points located in the spatial block corresponding to the target node in the second geometric information is less than a second threshold, and the second geometric information is the reconstructed geometric information of the point cloud of the reference frame corresponding to the point cloud of the Nth frame.
- the outlier decoding condition also includes:
- the direct decoding identifier of the geometric header information corresponding to the Nth frame point cloud is a preset value
- the spatial block corresponding to the current node to be decoded has side lengths in L directions greater than the preset minimum side length
- the sum of the Morton code bits to be decoded at the target point is greater than the preset times of L
- the target The points include points located in the spatial block corresponding to the current node to be decoded in the first geometric information, and L is a natural number.
- the decoding mode of the current node to be decoded includes an isolated point decoding mode or a placeholder code decoding mode, and when the current node to be decoded satisfies an isolated point decoding condition, the decoding mode of the current node to be decoded is an outlier decoding mode; if the current node to be decoded does not satisfy the outlier decoding condition, the decoding mode of the current to-be-decoded node is a placeholder code decoding mode.
- the point cloud encoding processing device further includes a first execution module, and the first execution module is configured to perform the following operations when the decoding mode of the current node to be decoded is the isolated point decoding mode:
- the current node to be decoded is an isolated node
- isolated point decoding is performed.
- the point cloud decoding processing device provided in the embodiment of the present application can realize each process in the method embodiment in FIG. 4 , and to avoid repetition, details are not repeated here.
- the point cloud decoding processing device in the embodiment of the present application may be a device, a device with an operating system or an electronic device, or a component, an integrated circuit, or a chip in a terminal.
- the device may be a mobile terminal or a non-mobile terminal.
- a mobile terminal may include but not limited to the types of terminals listed above, and a non-mobile terminal may be a server, a network attached storage (Network Attached Storage, NAS), a personal computer (personal computer, PC), a television (television , TV), teller machines or self-service machines, etc., are not specifically limited in this embodiment of the present application.
- the point cloud encoding processing device and the point cloud decoding processing device provided in the embodiment of the present application can realize each process realized by the method embodiments in Fig. 4 to Fig. 6 , and achieve the same technical effect. To avoid repetition, details are not repeated here.
- this embodiment of the present application further provides a communication device 900, including a processor 901, a memory 902, and programs or instructions stored in the memory 902 and operable on the processor 901,
- a communication device 900 including a processor 901, a memory 902, and programs or instructions stored in the memory 902 and operable on the processor 901
- the program or instruction is executed by the processor 901
- the various processes of the above-mentioned method for encoding and processing the geometric information of point cloud or the method for decoding and processing the geometric information of point cloud can be achieved, and the same technical effect can be achieved. In order to avoid repetition, here No longer.
- the embodiment of the present application also provides a terminal, including a processor and a communication interface, the processor is configured to perform the following operations: obtain the current node to be encoded in the target queue, and the target queue includes the tree structure constructed based on the first geometric information The corresponding spatial block is occupied by the node, the first geometric information is obtained by preprocessing based on the geometric information of the point cloud of the Nth frame to be encoded, and N is an integer greater than 1; according to whether the current node to be encoded satisfies the isolated point Encoding conditions, determine the encoding mode of the current node to be encoded; wherein, the isolated point encoding conditions include: the target node is occupied to meet the preset conditions, the target node is the node that is already encoded and the current to be encoded A node associated with the node; or, the processor is configured to perform the following operations: obtain the current node to be decoded in the target queue, the target queue includes nodes occupied by corresponding space blocks in the tree structure constructed
- FIG. 10 is a schematic diagram of a hardware structure of a terminal implementing various embodiments of the present application.
- the terminal 1000 includes, but is not limited to: a radio frequency unit 1001, a network module 1002, an audio output unit 1003, an input unit 1004, a sensor 1005, a display unit 1006, a user input unit 1007, an interface unit 1008, a memory 1009, and a processor 1010. At least some parts.
- the terminal 1000 can also include a power supply (such as a battery) for supplying power to various components, and the power supply can be logically connected to the processor 1010 through the power management system, so as to manage charging, discharging, and power consumption through the power management system. Management and other functions.
- a power supply such as a battery
- the terminal structure shown in FIG. 10 does not constitute a limitation on the terminal, and the terminal may include more or fewer components than shown in the figure, or combine certain components, or arrange different components, which will not be repeated here.
- the input unit 1004 may include a graphics processor (Graphics Processing Unit, GPU) and a microphone, and the graphics processor is controlled by an image capture device (such as a camera) in a video capture mode or an image capture mode.
- the obtained image data of still picture or video is processed.
- the display unit 1006 may include a display panel, and the display panel may be configured in the form of a liquid crystal display, an organic light emitting diode, or the like.
- the user input unit 1007 includes a touch panel and other input devices. Touch panel, also known as touch screen.
- the touch panel can include two parts: a touch detection device and a touch controller.
- Other input devices may include, but are not limited to, physical keyboards, function keys (such as volume control buttons, switch buttons, etc.), trackballs, mice, and joysticks, which will not be repeated here.
- the radio frequency unit 1001 receives the downlink data from the network side device, and processes it to the processor 1010; in addition, sends the uplink data to the network side device.
- the radio frequency unit 1001 includes, but is not limited to, an antenna, at least one amplifier, a transceiver, a coupler, a low noise amplifier, a duplexer, and the like.
- the memory 1009 can be used to store software programs or instructions as well as various data.
- the memory 1009 may mainly include a program or instruction storage area and a data storage area, wherein the program or instruction storage area may store an operating system, at least one application program or instruction required by a function (such as a sound playback function, an image playback function, etc.) and the like.
- the memory 1009 may include a high-speed random access memory, and may also include a non-transitory memory, wherein the non-transitory memory may be a read-only memory (Read-Only Memory, ROM), a programmable read-only memory (Programmable ROM) , PROM), erasable programmable read-only memory (Erasable PROM, EPROM), electrically erasable programmable read-only memory (Electrically EPROM, EEPROM) or flash memory.
- ROM Read-Only Memory
- PROM programmable read-only memory
- PROM erasable programmable read-only memory
- Erasable PROM Erasable PROM
- EPROM electrically erasable programmable read-only memory
- EEPROM electrically erasable programmable read-only memory
- flash memory for example at least one disk storage device, flash memory device, or other non-transitory solid state storage device.
- the processor 1010 may include one or more processing units; optionally, the processor 1010 may integrate an application processor and a modem processor, wherein the application processor mainly processes the operating system, user interface, application programs or instructions, etc., Modem processors mainly handle wireless communications, such as baseband processors. It can be understood that the foregoing modem processor may not be integrated into the processor 1010 .
- processor 1010 is configured to perform the following operations:
- the target queue includes the node occupied by the corresponding space block in the tree structure constructed based on the first geometric information, the first geometric information is based on the Nth frame point cloud to be encoded
- the geometric information is obtained by preprocessing, and N is an integer greater than 1;
- the coding condition of the isolated point includes: the fact that the target node is occupied satisfies a preset condition, and the target node is a node associated with the current node to be coded among the coded nodes.
- processor 1010 is configured to perform the following operations:
- the target queue includes the node occupied by the corresponding spatial block in the tree structure constructed based on the first geometric information, the first geometric information is the Nth frame point cloud to be decoded
- the geometric information corresponding to the decoded node, N is an integer greater than 1;
- the isolated point decoding condition includes: the fact that the target node is occupied satisfies a preset condition, and the target node is a node associated with the current node to be decoded among the decoded nodes.
- processor 1010 can implement various processes implemented by the method embodiments in FIGS. 4 and 6 , and details are not repeated here to avoid repetition.
- the embodiment of the present application also provides a readable storage medium, on which a program or instruction is stored, and when the program or instruction is executed by a processor, the above embodiment of the point cloud encoding processing method or point cloud decoding processing method is realized Each process, and can achieve the same technical effect, in order to avoid repetition, will not repeat them here.
- the processor is the processor in the electronic device described in the above embodiments.
- the readable storage medium includes computer readable storage medium, such as computer read-only memory (Read-Only Memory, ROM), random access memory (Random Access Memory, RAM), magnetic disk or optical disk, etc.
- the embodiment of the present application also provides a computer program product, the computer program product is stored in a non-transitory storage medium, and the computer program product is executed by at least one processor to implement the above point cloud encoding processing method or point cloud
- the various processes in the embodiment of the decoding processing method can achieve the same technical effect, so to avoid repetition, details are not described here.
- the embodiment of the present application further provides a chip, the chip includes a processor and a communication interface, the communication interface is coupled to the processor, and the processor is used to run programs or instructions to implement the above point cloud encoding processing method or
- the various processes of the embodiment of the point cloud decoding processing method can achieve the same technical effect, so in order to avoid repetition, details are not repeated here.
- chips mentioned in the embodiments of the present application may also be called system-on-chip, system-on-chip, system-on-a-chip, or system-on-a-chip.
- the embodiment of the present application further provides a program product, the program product is stored in a non-transitory storage medium, and the program product is executed by at least one processor to implement the above point cloud encoding processing method or point cloud decoding processing method
- the various processes of the embodiment can achieve the same technical effect, so in order to avoid repetition, details are not repeated here.
- the term “comprising”, “comprising” or any other variation thereof is intended to cover a non-exclusive inclusion such that a process, method, article or apparatus comprising a set of elements includes not only those elements, It also includes other elements not expressly listed, or elements inherent in the process, method, article, or device. Without further limitations, an element defined by the phrase “comprising a " does not preclude the presence of additional identical elements in the process, method, article, or apparatus comprising that element.
- the scope of the methods and devices in the embodiments of the present application is not limited to performing functions in the order shown or discussed, and may also include performing functions in a substantially simultaneous manner or in reverse order according to the functions involved. Functions are performed, for example, the described methods may be performed in an order different from that described, and various steps may also be added, omitted, or combined. Additionally, features described with reference to certain examples may be combined in other examples.
- the methods of the above embodiments can be implemented by means of software plus a necessary general-purpose hardware platform, and of course also by hardware, but in many cases the former is better implementation.
- the technical solution of the present application can be embodied in the form of computer software products, which are stored in a storage medium (such as ROM/RAM, magnetic disk, etc.) , optical disc), including several instructions to enable a terminal (which may be a mobile phone, computer, server, air conditioner, or base station, etc.) to execute the methods described in various embodiments of the present application.
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Abstract
Description
Claims (27)
- 一种点云编码处理方法,包括:在目标队列中获取当前待编码节点,所述目标队列包括基于第一几何信息已构建的树结构中对应的空间块被占据的节点,所述第一几何信息基于待编码的第N帧点云的几何信息进行预处理得到,N为大于1的整数;根据所述当前待编码节点是否满足孤立点编码条件,确定所述当前待编码节点的编码模式;其中,所述孤立点编码条件包括:目标节点被占据的情况满足预设条件,所述目标节点为已编码节点中与所述当前待编码节点关联的节点。
- 根据权利要求1所述的方法,其中,所述目标节点包括以下至少一项:第一节点的子节点,所述第一节点为第二几何信息对应的树结构中与所述当前待编码节点对应的节点,所述第二几何信息为所述第N帧点云对应的参考帧点云的重建几何信息;所述第一节点的邻居节点;所述第一节点的邻居节点的子节点。
- 根据权利要求2所述的方法,其中,第一节点的邻居节点包括以下至少一项:所述第一节点的同层节点;所述第一节点的父节点对应的同层节点的子节点。
- 根据权利要求1所述的方法,其中,所述目标节点被占据的情况满足预设条件包括以下至少一项:所述目标节点被占据的节点数小于第一阈值;第二几何信息中位于所述目标节点对应的空间块内的点的数量小于第二阈值,所述第二几何信息为所述第N帧点云对应的参考帧点云的重建几何信息。
- 根据权利要求1所述的方法,其中,所述孤立点编码条件还包括:所述第N帧点云对应的几何头信息的直接编码标识符为预设值;在所述当前待编码节点对应的空间块存在L个方向的边长大于预设最小 边长的情况下,目标点的待编码莫顿码位数之和大于L的预设倍,所述目标点包括第一几何信息中位于所述当前待编码节点对应的空间块内的点,L为自然数。
- 根据权利要求1所述的方法,其中,所述当前待编码节点的编码模式包括孤立点编码模式或占位码编码模式,在所述当前待编码节点满足孤立点编码条件的情况下,所述当前待编码节点的编码模式为孤立点编码模式;在所述当前待编码节点不满足孤立点编码条件的情况下,所述当前待编码节点的编码模式为占位码编码模式。
- 根据权利要求6所述的方法,其中,在所述当前待编码节点的编码模式为孤立点编码模式的情况下,所述方法还包括:在所述当前待编码节点为非孤立节点的情况下,进行占位码编码;在所述当前待编码节点为孤立节点的情况下,进行孤立点编码。
- 一种点云解码处理方法,包括:在目标队列中获取当前待解码节点,所述目标队列包括基于第一几何信息已构建的树结构中对应的空间块被占据的节点,所述第一几何信息为待解码的第N帧点云已解码节点对应的几何信息,N为大于1的整数;根据所述当前待解码节点是否满足孤立点解码条件,确定所述当前待解码节点的解码模式;其中,所述孤立点解码条件包括:目标节点被占据的情况满足预设条件,所述目标节点为已解码节点中与所述当前待解码节点关联的节点。
- 根据权利要求8所述的方法,其中,所述目标节点包括以下至少一项:第一节点的子节点,所述第一节点为第二几何信息对应的树结构中与所述当前待解码节点对应的节点,所述第二几何信息为所述第N帧点云对应的参考帧点云的重建几何信息;所述第一节点的邻居节点;所述第一节点的邻居节点的子节点。
- 根据权利要求9所述的方法,其中,第一节点的邻居节点包括以下至少一项:所述第一节点的同层节点;所述第一节点的父节点对应的同层节点的子节点。
- 根据权利要求8所述的方法,其中,所述目标节点被占据的情况满足预设条件包括以下至少一项:所述目标节点被占据的节点数小于第一阈值;第二几何信息中位于所述目标节点对应的空间块内的点的数量小于第二阈值,所述第二几何信息为所述第N帧点云对应的参考帧点云的重建几何信息。
- 根据权利要求8所述的方法,其中,所述孤立点解码条件还包括:所述第N帧点云对应的几何头信息的直接解码标识符为预设值;在所述当前待解码节点对应的空间块存在L个方向的边长大于预设最小边长的情况下,目标点的待解码莫顿码位数之和大于L的预设倍,所述目标点包括第一几何信息中位于所述当前待解码节点对应的空间块内的点,L为自然数。
- 根据权利要求8所述的方法,其中,所述当前待解码节点的解码模式包括孤立点解码模式或占位码解码模式,在所述当前待解码节点满足孤立点解码条件的情况下,所述当前待解码节点的解码模式为孤立点解码模式;在所述当前待解码节点不满足孤立点解码条件的情况下,所述当前待解码节点的解码模式为占位码解码模式。
- 根据权利要求13所述的方法,其中,在所述当前待解码节点的解码模式为孤立点解码模式的情况下,所述方法还包括:在所述当前待解码节点为非孤立节点的情况下,进行占位码解码;在所述当前待解码节点为孤立节点的情况下,进行孤立点解码。
- 一种点云编码处理装置,包括:第一获取模块,用于在目标队列中获取当前待编码节点,所述目标队列包括基于第一几何信息已构建的树结构中对应的空间块被占据的节点,所述第一几何信息基于待编码的第N帧点云的几何信息进行预处理得到,N为大于1的整数;第一确定模块,用于根据所述当前待编码节点是否满足孤立点编码条件,确定所述当前待编码节点的编码模式;其中,所述孤立点编码条件包括:目标节点被占据的情况满足预设条件,所述目标节点为已编码节点中与所述当前待编码节点关联的节点。
- 根据权利要求15所述的装置,其中,所述目标节点包括以下至少一项:第一节点的子节点,所述第一节点为第二几何信息对应的树结构中与所述当前待编码节点对应的节点,所述第二几何信息为所述第N帧点云对应的参考帧点云的重建几何信息;所述第一节点的邻居节点;所述第一节点的邻居节点的子节点。
- 根据权利要求16所述的装置,其中,第一节点的邻居节点包括以下至少一项:所述第一节点的同层节点;所述第一节点的父节点对应的同层节点的子节点。
- 根据权利要求15所述的装置,其中,所述目标节点被占据的情况满足预设条件包括以下至少一项:所述目标节点被占据的节点数小于第一阈值;第二几何信息中位于所述目标节点对应的空间块内的点的数量小于第二阈值,所述第二几何信息为所述第N帧点云对应的参考帧点云的重建几何信息。
- 一种点云解码处理装置,包括:第二获取模块,用于在目标队列中获取当前待解码节点,所述目标队列包括基于第一几何信息已构建的树结构中对应的空间块被占据的节点,所述第一几何信息为待解码的第N帧点云已解码节点对应的几何信息,N为大于1的整数;第二确定模块,用于根据所述当前待解码节点是否满足孤立点解码条件,确定所述当前待解码节点的解码模式;其中,所述孤立点解码条件包括:目标节点被占据的情况满足预设条件,所述目标节点为已解码节点中与所述当前待解码节点关联的节点。
- 根据权利要求19所述的装置,其中,所述目标节点包括以下至少一 项:第一节点的子节点,所述第一节点为第二几何信息对应的树结构中与所述当前待解码节点对应的节点,所述第二几何信息为所述第N帧点云对应的参考帧点云的重建几何信息;所述第一节点的邻居节点;所述第一节点的邻居节点的子节点。
- 根据权利要求20所述的装置,其中,第一节点的邻居节点包括以下至少一项:所述第一节点的同层节点;所述第一节点的父节点对应的同层节点的子节点。
- 根据权利要求19所述的装置,其中,所述目标节点被占据的情况满足预设条件包括以下至少一项:所述目标节点被占据的节点数小于第一阈值;第二几何信息中位于所述目标节点对应的空间块内的点的数量小于第二阈值,所述第二几何信息为所述第N帧点云对应的参考帧点云的重建几何信息。
- 一种终端,包括:存储器、处理器及存储在所述存储器上并可在所述处理器上运行的程序,其中,所述程序被所述处理器执行时实现如权利要求1至7中任一项所述的点云编码处理方法中的步骤,或者所述程序被所述处理器执行时实现如权利要求8至14中任一项所述的点云解码处理方法中的步骤。
- 一种可读存储介质,所述可读存储介质上存储程序或指令,其中,所述程序被所述处理器执行时实现如权利要求1至7中任一项所述的点云编码处理方法中的步骤,或者所述程序被所述处理器执行时实现如权利要求8至14中任一项所述的点云解码处理方法中的步骤。
- 一种芯片,包括处理器和通信接口,所述通信接口和所述处理器耦合,其中,所述处理器用于运行程序或指令,实现如权利要求1至7中任一项所述的点云编码处理方法中的步骤,或者实现如权利要求8至14中任一项所述的点云解码处理方法中的步骤。
- 一种计算机程序产品,所述计算机程序产品被存储在非瞬态的可读存储介质中,其中,所述计算机程序产品被至少一个处理器执行以实现如权利要求1至7中任一项所述的点云编码处理方法中的步骤,或者实现如权利要求8至14中任一项所述的点云解码处理方法中的步骤。
- 一种通信设备,被配置为执行如权利要求1至7中任一项所述的点云编码处理方法中的步骤,或者执行如权利要求8至14中任一项所述的点云解码处理方法中的步骤。
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CN112565794A (zh) * | 2020-12-03 | 2021-03-26 | 西安电子科技大学 | 一种点云孤立点编码、解码方法及装置 |
CN112565764A (zh) * | 2020-12-03 | 2021-03-26 | 西安电子科技大学 | 一种点云几何信息帧间编码及解码方法 |
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US20200020132A1 (en) * | 2018-07-11 | 2020-01-16 | Samsung Electronics Co., Ltd. | Visual quality of video based point cloud compression using one or more additional patches |
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