Efficient Scalable 360-degree Video Compression Scheme using 3D Cuboid Partitioning

被引:0
作者
Afsana, Fariha [1 ]
Paul, Manoranjan [1 ]
Murshed, Manzur [2 ]
Taubman, David [3 ]
机构
[1] Charles Sturt Univ, Sch Comp Math & Engn, Bathurst, Australia
[2] Federat Univ Australia, Fac Sci & Technol, Ballarat, Australia
[3] Univ New South Wales, Sch Elect Engn & Telecommun, Kensington, Australia
来源
2022 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP | 2022年
关键词
Video Coding; SHVC; 3D Cuboid coding; Quality scalability; LAYER;
D O I
10.1109/ICIP46576.2022.9897446
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Video coding techniques minimize spatial and temporal redundancies inherent in video sequences based on non-overlapping block-based image partitioning. Due to depending on the information from already encoded neighboring blocks, these algorithms lack efficient techniques to exploit the overall global redundancies. Compared to the traditional block-based coding, the cuboid coding (2D) framework has been proven to be a more effective method of image compression that exploits global redundancy by considering homogeneous pixel correlation within a frame. In this paper, we improved the idea of 2D cuboid coding to exploit both local and global redundancy from a video sequence by adopting a three-dimensional (3D) cuboid partitioning scheme for SHVC compression improvement of 360-degree videos. The proposed method considers a group of successive frames as a 3D cuboid and recursively partitions it into sub-3D cuboids where static information over a selected GOP share the same cuboid and moving regions share new cuboids with better-defined objects. All the 3D cuboids are then encoded to create a coarse representation of the video stream. Experiments indicate that the proposed framework significantly outperforms its relevant benchmarks, notably by 17.18% (average) in BD-Rate reduction and 0.82 dB in BD-PSNR gain with respect to the standard SHVC codec.
引用
收藏
页码:996 / 1000
页数:5
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