JND-based multi-module cooperative perceptual optimization for HEVC

IF 3.7 2区 工程技术 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Hongkui Wang , Yin Chen , Qi Ye , Zhun Li , Antong Pan , Haibing Yin , Liutao Wang , Jun Yin , Heng Jin , Li Yu , Wenyao Zhu , Xianghong Tang
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引用次数: 0

Abstract

Since the just noticeable distortion (JND) reflects the tolerance limit of human visual system (HVS) to coding distortion directly, JND-based perceptual video coding (PVC) plays an increasingly significant role in video compression with the developing explosion of video data. In this paper, we focus on the coupling effect among coding modules and provide a JND-based multi-module cooperative perceptual optimization (JMCPO) scheme for HEVC. The main contribution of the proposed JMCPO scheme includes the following three aspects. (1) Based on quantization distortion estimation, an adaptive perceptual quantization scheme is proposed using the binary search approach on the premise of that the quantization distortion is infinitely close to the estimated JND threshold. (2) The coupling effect among coding modules is first analyzed and a novel perceptual residual filtering scheme is presented based on statistic analysis of coupling strength. (3) The JMCPO scheme is finally developed through collaborative optimization of residual filtering, quantization and rate–distortion optimization. Experimental results show that the proposed JMCPO scheme saves more bitrate with better subjective and objective qualities.

基于 JND 的多模块协同感知优化 HEVC
由于刚察觉失真(JND)直接反映了人类视觉系统(HVS)对编码失真的容忍极限,随着视频数据的爆炸式增长,基于 JND 的感知视频编码(PVC)在视频压缩中发挥着越来越重要的作用。本文重点研究了编码模块之间的耦合效应,并为 HEVC 提供了一种基于 JND 的多模块协同感知优化(JMCPO)方案。所提 JMCPO 方案的主要贡献包括以下三个方面。(1) 基于量化失真估计,在量化失真无限接近估计的 JND 门限的前提下,使用二进制搜索方法提出了自适应感知量化方案。(2) 首先分析了编码模块之间的耦合效应,并在耦合强度统计分析的基础上提出了一种新的感知残差滤波方案。(3) 通过协同优化残差滤波、量化和速率失真优化,最终开发出 JMCPO 方案。实验结果表明,所提出的 JMCPO 方案能节省更多比特率,并具有更好的主观和客观质量。
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来源期刊
Displays
Displays 工程技术-工程:电子与电气
CiteScore
4.60
自引率
25.60%
发文量
138
审稿时长
92 days
期刊介绍: Displays is the international journal covering the research and development of display technology, its effective presentation and perception of information, and applications and systems including display-human interface. Technical papers on practical developments in Displays technology provide an effective channel to promote greater understanding and cross-fertilization across the diverse disciplines of the Displays community. Original research papers solving ergonomics issues at the display-human interface advance effective presentation of information. Tutorial papers covering fundamentals intended for display technologies and human factor engineers new to the field will also occasionally featured.
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