Attention-Based Method for Deep Point Cloud Compression

    公开(公告)号:US20240282014A1

    公开(公告)日:2024-08-22

    申请号:US18637212

    申请日:2024-04-16

    CPC classification number: G06T9/002 G06T9/40

    Abstract: Methods and apparatuses are provided for entropy encoding and decoding data of a three-dimensional point cloud, which includes for a current node in an N-ary tree-structure representing the three-dimensional point cloud, extracting features of a set of the neighboring nodes of the current node by applying a neural network including an attention layer. Probabilities of information associated with the current node is estimated based on the extracted features. The information associated with the current node is entropy encoded based on the estimated probabilities.

    APPARATUS AND METHOD FOR ENCODING 3D MAP
    2.
    发明公开

    公开(公告)号:US20240102826A1

    公开(公告)日:2024-03-28

    申请号:US18526721

    申请日:2023-12-01

    CPC classification number: G01C21/3896 G06T9/00

    Abstract: An apparatus and a method for encoding a 3D map are provided. The apparatus for encoding a 3D map includes a compression module (51) and a transmission module (52). The compression module (51) is configured to compress data of a 3D map to obtain a bitstream of the 3D map, where the 3D map includes a plurality of 3D map points, and the data of the 3D map includes data of the plurality of 3D map points. The transmission module (52) is configured to transmit the bitstream of the 3D map. With the use of the apparatus, a data volume of a 3D map can be reduced, thereby reducing transmission bandwidth and improving transmission efficiency.

    APPARATUS AND METHOD FOR DECODING 3D MAP, AND ENCODED BITSTREAM OF 3D MAP

    公开(公告)号:US20240119639A1

    公开(公告)日:2024-04-11

    申请号:US18526677

    申请日:2023-12-01

    CPC classification number: G06T9/00 G06T17/05

    Abstract: An apparatus and a method for decoding a 3D map, and an encoded bitstream of a 3D map are provided. The apparatus for decoding a 3D map includes a transmitter and a decompressor. The transmitter is configured to receive a bitstream of a 3D map, where the 3D map includes a plurality of 3D map points. The decompressor is configured to decompress the bitstream of the 3D map to obtain reconstructed data of the 3D map, where the reconstructed data of the 3D map includes reconstructed data of the plurality of 3D map points. In this application, the decompressor end may support decompression of compressed data of the 3D map, to support compression/decompression of data of the 3D map.

    3D Map Compression Method and Apparatus, and 3D Map Decompression Method and Apparatus

    公开(公告)号:US20240104781A1

    公开(公告)日:2024-03-28

    申请号:US18528022

    申请日:2023-12-04

    CPC classification number: G06T9/00

    Abstract: A three-dimensional (3D) map compression method includes performing compaction processing on a to-be-encoded descriptor to obtain a first compact representation of the to-be-encoded descriptor, where the to-be-encoded descriptor corresponds to at least one 3D map point on a 3D map. A compact representation of at least one reference descriptor corresponding to the to-be-encoded descriptor is obtained, followed by obtaining a second compact representation of the to-be-encoded descriptor based on the first compact representation of the to-be-encoded descriptor and the compact representation of the at least one reference descriptor and encapsulating the second compact representation to obtain a bitstream of the 3D map.

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