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Color difference weighted adaptive residual preprocessing using perceptual modeling for video compression

机译:基于感知建模的视频压缩色差加权自适应残差预处理

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摘要

In this paper, we investigate a method for selectively modifying a video stream using a color contrast sensitivity model based on the human visual system. The model identifies regions of high variance with frame-to-frame differences that are visually imperceptible to a human observer. The model is based on the CIE LAB color appearance model and the CIE Delta E-94 color difference formula, taking advantage of the nature of frame-based progressive video coding. The use of a color contrast sensitivity model alone was not sufficient. Therefore, it was important to also incorporate perceptual saliency and spatial activity information from the scene. The method has been implemented in the JM 18.0 H.264/AVC encoder reference software and resulted in an average gain of 37% in data compression without perceptible degradation of the video quality. As expected, the amount of compression improvement obtained is dependent on the type of video content being compressed. The imperceptibility of the changes was confirmed through psychophysical evaluation. (C) 2015 Elsevier B.V. All rights reserved.
机译:在本文中,我们研究了一种使用基于人类视觉系统的颜色对比敏感度模型选择性修改视频流的方法。该模型使用人类观察者在视觉上无法察觉的帧间差异来识别高方差区域。该模型基于CIE LAB颜色外观模型和CIE Delta E-94色差公式,利用了基于帧的逐行视频编码的性质。仅使用颜色对比敏感度模型是不够的。因此,重要的是还应结合场景中的感知显着性和空间活动信息。该方法已在JM 18.0 H.264 / AVC编码器参考软件中实现,并导致数据压缩的平均增益为37%,而视频质量没有明显下降。不出所料,获得的压缩改善量取决于要压缩的视频内容的类型。通过心理物理评估证实了变化的不可感知性。 (C)2015 Elsevier B.V.保留所有权利。

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