Hierarchical Independent Coding Scheme for Varifocal Multiview Images Based on Angular-Focal Joint Prediction

被引:16
作者
Wu, Kejun [1 ]
Yang, You [2 ]
Liu, Qiong [2 ]
Jiang, Gangyi [3 ]
Zhang, Xiao-Ping [4 ,5 ]
机构
[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
[2] Huazhong Univ Sci & Technol, Sch Elect Informat & Commun, Wuhan 430074, Peoples R China
[3] Ningbo Univ, Fac Informat Sci & Engn, Ningbo 315211, Peoples R China
[4] Tsinghua Berkeley Shenzhen Inst, Shenzhen 518055, Peoples R China
[5] Toronto Metropolitan Univ, Dept Elect Comp & Biomed Engn, Toronto, ON M5B 2K3, Canada
关键词
Image coding; Redundancy; Three-dimensional displays; Encoding; Visualization; Focusing; Scalability; Varifocal multiview; multiview; image compression; video coding; STACK; REPRESENTATION; SYSTEM; DEPTH;
D O I
10.1109/TMM.2023.3306072
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Varifocal multiview (VFMV) images are dense views that focus on variable focal planes. Thus, VFMV images are highly redundant in the angular, spatial and focal dimensions. In this article, the redundancies of VFMV images are analyzed and represented by full parallaxes and focal inconsistency. To exploit these distinctive redundancies, we propose a hierarchical independent coding scheme based on angular-focal joint prediction. The scheme is constructed by hierarchical independent prediction structure (HIPS) and angular-focal joint prediction (AFJP). The HIPS separates all views into several independent subdivisions and assigns different hierarchies inside each subdivision, which enhances random access capability and scalability. The AFJP conducts motion estimation and focal approximation simultaneously to predict parallaxes and focal inconsistency. Therefore, the redundancies in the angular and focal dimensions can be exploited by the proposed coding scheme. We construct a VFMV dataset with 10 test sequences for different acquisition methods. The experimental results on these test sequences demonstrate that the proposed scheme outperforms all comparison schemes in objective quality, subjective quality and random access capability. Specifically, the proposed coding scheme achieves up to 2.661 dB PSNR gains and 52.817% bitrate savings compared with the HEVC random access benchmark scheme.
引用
收藏
页码:2993 / 3006
页数:14
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