Video Processing for Human Perceptual Visual Quality-Oriented Video Coding

被引:22
|
作者
Oh, Hyungsuk [1 ]
Kim, Wonha [1 ]
机构
[1] Kyung Hee Univ, Coll Elect & Informat, Kyonggi Do 499701, South Korea
基金
新加坡国家研究基金会;
关键词
Hedge algorithm; human visual perception; video coding; visual saliency; ATTENTION; MODEL; ENHANCEMENT; FOVEATION; SALIENCY; BLUR;
D O I
10.1109/TIP.2012.2233485
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We have developed a video processing method that achieves human perceptual visual quality-oriented video coding. The patterns of moving objects are modeled by considering the limited human capacity for spatial-temporal resolution and the visual sensory memory together, and an online moving pattern classifier is devised by using the Hedge algorithm. The moving pattern classifier is embedded in the existing visual saliency with the purpose of providing a human perceptual video quality saliency model. In order to apply the developed saliency model to video coding, the conventional foveation filtering method is extended. The proposed foveation filter can smooth and enhance the video signals locally, in conformance with the developed saliency model, without causing any artifacts. The performance evaluation results confirm that the proposed video processing method shows reliable improvements in the perceptual quality for various sequences and at various bandwidths, compared to existing saliency-based video coding methods.
引用
收藏
页码:1524 / 1533
页数:10
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