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

IF 3.2 1区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Broadcasting Pub Date : 2023-12-04 DOI:10.1109/TBC.2023.3332019
Jielian Lin;Hongbin Lin;Yiwen Xu;Yuanxun Kang;Tiesong Zhao
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Abstract

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, Bjøntegaard Delta Peak-Signal-to-Noise-Ratio, Bjøntegaard Delta Bit Rate, and bit fluctuation than the benchmarks, which validates the efficiency of the proposed method.
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基于虚拟竞争者的 360 度视频编码速率控制
360 视频应用在广播系统中越来越受到关注。在带宽有限的情况下,比特波动会影响 360 度视频传输的感知质量。为了进一步优化比特分配并减少波动,本文提出了一种基于虚拟竞争者的 360 度视频编码速率控制(RC)算法。首先提出了虚拟竞争者的概念,以平衡相邻 GOP 之间的比特波动。此外,通过引入博弈论,指导了基于虚拟竞争者的帧级比特分配模型。此外,我们还利用历史 GOP 的平均编码比特、已编码视频序列的剩余比特以及未编码 GOP 的数量,提出了一种 GOP 级比特分配方案。基于所设计的帧级和 GOP 级比特分配方案,我们提出了整体比特分配方法,以实现较低的 GOP 级比特波动。实验结果表明,所提方法的 RC 误差、Bjøntegaard Delta 峰值信号与噪声比、Bjøntegaard Delta 比特率和比特波动均优于基准值,验证了所提方法的效率。
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来源期刊
IEEE Transactions on Broadcasting
IEEE Transactions on Broadcasting 工程技术-电信学
CiteScore
9.40
自引率
31.10%
发文量
79
审稿时长
6-12 weeks
期刊介绍: The Society’s Field of Interest is “Devices, equipment, techniques and systems related to broadcast technology, including the production, distribution, transmission, and propagation aspects.” In addition to this formal FOI statement, which is used to provide guidance to the Publications Committee in the selection of content, the AdCom has further resolved that “broadcast systems includes all aspects of transmission, propagation, and reception.”
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Front Cover Table of Contents Table of Contents IEEE Transactions on Broadcasting Information for Authors IEEE Transactions on Broadcasting Information for Authors
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