Saliency-Based Fidelity Adaptation Preprocessing for Video Coding

被引:14
|
作者
Lu, Shao-Ping [1 ]
Zhang, Song-Hai
机构
[1] Tsinghua Univ, Dept Comp Sci, Beijing 100084, Peoples R China
基金
中国国家自然科学基金;
关键词
visual saliency; bilateral filter; fidelity adjustment; region-of-interest; encoder; BIT ALLOCATION; MODEL; ENHANCEMENT; COMPRESSION;
D O I
10.1007/s11390-011-9426-5
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we present a video coding scheme which applies the technique of visual saliency computation to adjust image fidelity before compression. To extract visually salient features, we construct a spatio-temporal saliency map by analyzing the video using a combined bottom-up and top-down visual saliency model. We then use an extended bilateral filter, in which the local intensity and spatial scales are adjusted according to visual saliency, to adaptively alter the image fidelity. Our implementation is based on the H.264 video encoder JM12.0. Besides evaluating our scheme with the H.264 reference software, we also compare it to a more traditional foreground-background segmentation-based method and a foveation-based approach which employs Gaussian blurring. Our results show that the proposed algorithm can improve the compression ratio significantly while effectively preserving perceptual visual quality.
引用
收藏
页码:195 / 202
页数:8
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