Virtual-Competitors-Based Rate Control for 360-Degree Video Coding

被引:5
作者
Lin, Jielian [1 ]
Lin, Hongbin [1 ]
Xu, Yiwen [1 ,2 ]
Kang, Yuanxun [3 ]
Zhao, Tiesong [4 ,5 ]
机构
[1] Fuzhou Univ, Fujian Key Lab Intelligent Proc & Wireless Transmi, Fuzhou 350108, Fujian, Peoples R China
[2] Fuzhou Univ, Coll Zhicheng, Fuzhou 350108, Peoples R China
[3] Yealink, Software Dev, Xiamen 361009, Peoples R China
[4] Fuzhou Univ, Fujian Key Lab Intelligent Proc & Wireless Transmi, Fuzhou 350116, Fujian, Peoples R China
[5] Fujian Sci & Technol Innovat Lab Optoelect Informa, Fuzhou 350108, Peoples R China
关键词
Versatile video voding; rate control; game theory; 360-degree video; RATE CONTROL OPTIMIZATION; LEVEL BIT ALLOCATION; GAME-THEORY; FRAME-LEVEL; SCHEME;
D O I
10.1109/TBC.2023.3332019
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
360 video applications are attracting more attention in broadcasting systems. In the case of limited bandwidth, the bit fluctuation will affect the perception quality when transmitting 360-degree videos. To further optimize the bit allocation and reduce fluctuation, this paper proposes a virtual-competitors-based Rate Control (RC) algorithm for 360-degree video coding. The virtual competitors' concept is first proposed to balance the volatility of the bit between the adjacent GOPs. In addition, by introducing game theory, the virtual competitors-based frame-level bit allocation model is instructed. Furthermore, we propose a GOP-level bit allocation scheme with the average encoded bits of the historical GOP, the remaining bits of the encoded video sequence, and the number of unencoded GOPs. Based on the designed frame-level and GOP-level bit allocation scheme, the overall bit allocation method is proposed to implement the lower GOP-level bit fluctuation. Experimental results indicate the proposed method with the optimal RC Error, Bjontegaard Delta Peak-Signal-to-Noise-Ratio, Bjontegaard Delta Bit Rate, and bit fluctuation than the benchmarks, which validates the efficiency of the proposed method.
引用
收藏
页码:357 / 365
页数:9
相关论文
共 41 条
[11]   SSIM-Based Game Theory Approach for Rate-Distortion Optimized Intra Frame CTU-Level Bit Allocation [J].
Gao, Wei ;
Kwong, Sam ;
Zhou, Yu ;
Yuan, Hui .
IEEE TRANSACTIONS ON MULTIMEDIA, 2016, 18 (06) :988-999
[12]   Optimal Tile-Based Encoding for 360-Degree Video Streaming [J].
Gao, Wenxuan ;
Li, Chenglin ;
Lv, Haoran ;
Dai, Wenrui ;
Zou, Junni ;
Xiong, Hongkai ;
Pan, Xinlong ;
Wang, Haipeng .
2022 PICTURE CODING SYMPOSIUM (PCS), 2022, :295-299
[13]   Inter-Block Dependency-Based CTU Level Rate Control for HEVC [J].
Guo, Hongwei ;
Zhu, Ce ;
Xu, Mai ;
Li, Shuai .
IEEE TRANSACTIONS ON BROADCASTING, 2020, 66 (01) :113-126
[14]   Optimal Bit Allocation at Frame Level for Rate Control in HEVC [J].
Guo, Hongwei ;
Zhu, Ce ;
Li, Shengxi ;
Gao, Yanbo .
IEEE TRANSACTIONS ON BROADCASTING, 2019, 65 (02) :270-281
[15]   Rate Control Optimization for Temporal-Layer Scalable Video Coding [J].
Hu, Sudeng ;
Wang, Hanli ;
Kwong, Sam ;
Zhao, Tiesong ;
Kuo, C. -C. Jay .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2011, 21 (08) :1152-1162
[16]   A Frame-Level Rate Control Scheme Based on Texture and Nontexture Rate Models for High Efficiency Video Coding [J].
Lee, Bumshik ;
Kim, Munchurl ;
Nguyen, Truong Q. .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2014, 24 (03) :465-479
[17]  
Li B, 2017, 2017 IEEE MANCHESTER POWERTECH
[18]   λ-Domain Perceptual Rate Control for 360-Degree Video Compression [J].
Li, Li ;
Yan, Ning ;
Li, Zhu ;
Liu, Shan ;
Li, Houqiang .
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2020, 14 (01) :130-145
[19]   Joint Optimization for SSIM-Based CTU-Level Bit Allocation and Rate Distortion Optimization [J].
Li, Yang ;
Mou, Xuanqin .
IEEE TRANSACTIONS ON BROADCASTING, 2021, 67 (02) :500-511
[20]  
Li YM, 2020, IEEE IMAGE PROC, P1176, DOI 10.1109/ICIP40778.2020.9191125