Parallel encoding for point cloud compression
Aspects of the disclosure provide methods, apparatuses, and a non-transitory computer-readable medium for point cloud compression and decompression. In a method, an octree partitioning structure for a bounding box of a point cloud is determined. Whether parallel encoding is to be performed on occupancy codes of nodes in a range of one or more partitioning depths in the octree partitioning structure is determined. The parallel encoding on the occupancy codes of the nodes is performed in response to the parallel encoding being determined to be performed on the occupancy codes of the nodes in the range of the one or more partitioning depths in the octree partitioning structure. A coded bitstream is generated based on the encoded occupancy codes of the nodes. The coded bitstream includes syntax information that indicates whether parallel decoding is to be performed on the occupancy codes of the nodes in the range.
1. A method for point cloud coding in an encoder, comprising:
determining an octree partitioning structure for a bounding box of a point cloud;
determining whether parallel encoding is to be performed on occupancy codes of nodes in a range of one or more partitioning depths in the octree partitioning structure;
performing the parallel encoding on the occupancy codes of the nodes in response to the parallel encoding being determined to be performed on the occupancy codes of the nodes in the range of the one or more partitioning depths in the octree partitioning structure; and
generating a coded bitstream based on the encoded occupancy codes of the nodes, the coded bitstream including syntax information that indicates whether parallel decoding is to be performed on the occupancy codes of the nodes in the range of the one or more partitioning depths in the octree partitioning structure.
2. The method of claim 1 , wherein the syntax information indicates that the occupancy codes of the nodes in the range of the one or more partitioning depths in the octree partitioning structure are to be decoded in parallel based on one of a signaled flag and a minimum partitioning depth at which the parallel decoding is to be performed.
3. The method of claim 2 , wherein the performing further comprises:
performing the parallel encoding on the occupancy codes of the nodes based on the minimum partitioning depth and a maximum partitioning depth at which the parallel encoding is to be performed, the maximum partitioning depth being equal to or less than a maximum partitioning depth of the octree partitioning structure.
4. The method of claim 1 , wherein
the coded bitstream includes a sub-bitstream for each of the one or more partitioning depths.
5. The method of claim 4 , wherein a bitstream offset corresponding to each of the one or more partitioning depths is included in the syntax information.
6. The method of claim 1 , wherein the performing further comprises:
performing the parallel encoding on the occupancy codes of the nodes in the range of the one or more partitioning depths based on context variables of the occupancy codes.
7. The method of claim 6 , further comprising:
determining initial probabilities of the context variables of the occupancy codes of the nodes as one or more predefined values.
8. The method of claim 6 , further comprising:
determining initial probabilities of the context variables of the occupancy codes of the nodes based on probabilities of context variables of occupancy codes of parent nodes of a plurality of nodes, the plurality of nodes being in a minimum partitioning depth at which the parallel encoding is to be performed.
9. The method of claim 6 , further comprising:
determining initial probabilities of the context variables of the occupancy codes of the nodes based on probabilities of context variables of occupancy codes of a subset of parent nodes of the nodes.
10. An apparatus for point cloud coding, comprising processing circuitry configured to:
determine an octree partitioning structure for a bounding box of a point cloud;
determine whether parallel encoding is to be performed on occupancy codes of nodes in a range of one or more partitioning depths in the octree partitioning structure;
perform the parallel encoding on the occupancy codes of the nodes in response to the parallel encoding being determined to be performed on the occupancy codes of the nodes in the range of the one or more partitioning depths in the octree partitioning structure; and
generating a coded bitstream based on the encoded occupancy codes of the nodes, the coded bitstream including syntax information that indicates whether parallel decoding is to be performed on the occupancy codes of the nodes in the range of the one or more partitioning depths in the octree partitioning structure.
11. The apparatus of claim 10 , wherein the syntax information indicates that the occupancy codes of the nodes in the range of the one or more partitioning depths in the octree partitioning structure are to be decoded in parallel based on one of a signaled flag and a minimum partitioning depth at which the parallel decoding is to be performed.
12. The apparatus of claim 11 , wherein the processing circuitry is further configured to:
perform the parallel encoding on the occupancy codes of the nodes based on the minimum partitioning depth and a maximum partitioning depth at which the parallel encoding is to be performed, the maximum partitioning depth being equal to or less than a maximum partitioning depth of the octree partitioning structure.
13. The apparatus of claim 10 , wherein the coded bitstream includes a sub-bitstream for each of the one or more partitioning depths.
14. The apparatus of claim 13 , wherein a bitstream offset corresponding to each of the one or more partitioning depths is included in the syntax information.
15. The apparatus of claim 10 , wherein the processing circuitry is further configured to:
perform the parallel encoding on the occupancy codes of the nodes in the range of the one or more partitioning depths based on context variables of the occupancy codes.
16. The apparatus of claim 15 , wherein the processing circuitry is further configured to:
determine initial probabilities of the context variables of the occupancy codes of the nodes as one or more predefined values.
17. The apparatus of claim 15 , wherein the processing circuitry is further configured to:
determine initial probabilities of the context variables of the occupancy codes of the nodes based on probabilities of context variables of occupancy codes of parent nodes of a plurality of nodes, the plurality of nodes being in a minimum partitioning depth at which the parallel encoding is to be performed.
18. The apparatus of claim 15 , wherein the processing circuitry is further configured to:
determine initial probabilities of the context variables of the occupancy codes of the nodes based on probabilities of context variables of occupancy codes of a subset of parent nodes of the nodes.
19. A non-transitory computer-readable medium storing instructions which when executed by a computer for point cloud coding cause the computer to perform:
determining an octree partitioning structure for a bounding box of a point cloud;
determining whether parallel encoding is to be performed on occupancy codes of nodes in a range of one or more partitioning depths in the octree partitioning structure;
performing the parallel encoding on the occupancy codes of the nodes in response to the parallel encoding being determined to be performed on the occupancy codes of the nodes in the range of the one or more partitioning depths in the octree partitioning structure; and
generating a coded bitstream based on the encoded occupancy codes of the nodes, the coded bitstream including syntax information that indicates whether parallel decoding is to be performed on the occupancy codes of the nodes in the range of the one or more partitioning depths in the octree partitioning structure.
20. The non-transitory computer-readable medium of claim 19 , wherein the syntax information indicates that the occupancy codes of the nodes in the range of the one or more partitioning depths in the octree partitioning structure are to be decoded in parallel based on one of a signaled flag and a minimum partitioning depth at which the parallel decoding is to be performed.