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Dynamic point cloud compression using slicing focusing on self-occluded points

conference contribution
posted on 2024-05-14, 04:53 authored by Faranak Tohidi, Manoranjan Paul, Anwaar Ulhaq
With the fast growth of immersive video sequences, achieving seamless and high-quality compressed 3D content is even more critical. MPEG recently developed a video-based point cloud compression (V-PCC) standard for dynamic point cloud coding. However, reconstructed point clouds using V-PCC suffer from different artifacts, including losing data during pre-processing before applying existing video coding techniques, e.g., High-Efficiency Video Coding (HEVC). Patch generations and self-occluded points in the 3D to the 2D projection are the main reasons for missing data using V-PCC. This paper proposes a new method that introduces overlapping slicing as an alternative to patch generation to decrease the number of patches generated and the amount of data lost. In the proposed method, the entire point cloud has been cross-sectioned into variable-sized slices based on the number of self-occluded points so that data loss can be minimized in the patch generation process and projection. For this, a variable number of layers are considered, partially overlapped to retain the self-occluded points. The proposed method's added advantage is to reduce the bits requirement and to encode geometric data using the slicing base position. The experimental results show that the proposed method is much more flexible than the standard V-PCC method, improves the rate-distortion performance, and decreases the data loss significantly compared to the standard V-PCC method.

History

Start Page

227

End Page

234

Number of Pages

8

Start Date

2023-11-30

Finish Date

2023-12-02

ISBN-13

9781665456425

Location

Sydney, Australia

Publisher

IEEE

Place of Publication

Piscataway, NJ

Peer Reviewed

  • Yes

Open Access

  • No

Era Eligible

  • Yes

Name of Conference

2022 International Conference on Digital Image Computing: Techniques and Applications (DICTA)

Parent Title

Proceedings of the Digital Image Computing: Technqiues and Applications (DICTA)

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