Just Noticeable Distortion-Based Perceptual Rate Control in HEVC

被引:31
|
作者
Zhou, Mingliang [1 ,2 ]
Wei, Xuekai [3 ]
Kwong, Sam [3 ,4 ]
Jia, Weijia [5 ,6 ,7 ]
Fang, Bin [1 ]
机构
[1] Chongqing Univ, Sch Comp Sci, Chongqing 400044, Peoples R China
[2] Univ Macau, State Key Lab Internet Things Smart City, Taipa, Macao, Peoples R China
[3] City Univ Hong Kong, Dept Comp Sci, Hong Kong, Peoples R China
[4] City Univ Hong Kong, Shenzhen Res Inst, Shenzhen 518057, Peoples R China
[5] Beijing Normal Univ, BNU UIC Joint AI Res Inst, Zhuhai 519087, Peoples R China
[6] UIC, Zhuhai 519087, Peoples R China
[7] Shanghai Jiao Tong Univ, Sch Elect Informat & Elect Engn, Shanghai 200240, Peoples R China
关键词
Human visual perception; JND; HEVC; perceptual rate control; RATE CONTROL SCHEME; LEVEL RATE CONTROL; BIT ALLOCATION; FRAME-LEVEL; VIDEO; OPTIMIZATION; MOTION; CODER;
D O I
10.1109/TIP.2020.3004714
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a just noticeable distortion (JND)-based perceptual rate control method for high efficiency video coding (HEVC). First, the JND factor of a coding unit has been mathematically shown to be an approximation of the average pixel-level JND weight, which means that it can also be used as a weight for bitrate allocation. Second, rate-distortion (R-D) modelling is conducted based on the JND factor. Finally, the proposed R-D model is integrated into an existing rate control framework to improve the coding efficiency, and the proposed algorithm is implemented in the newest video coding standard. As the experimental results reveal, compared with HEVC reference software, our algorithm achieves significantly improved coding performance, subjective coding quality and bitrate accuracy.
引用
收藏
页码:7603 / 7614
页数:12
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