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A PERCEPTUALLY OPTIMIZED JPEG-LS CODER FOR COLOR IMAGES

机译:彩色图像的经过优化的JPEG-LS编码器

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Perceptual coding has long been recognized as a promising approach to achieve high efficiency in compressing digital images, since coding bits can be saved from representing the part of the image that is not perceivable by the human visual system (HVS). The perceptual redundancy inherent in color images can be found on the fact that the HVS cannot discriminate color signals of small differences. Color images are therefore expected to be encoded more efficiently if coding distortion can be shaped as the major part of perceptual redundancy. In this paper, the JPEG-LS coder in the near-lossless compression mode is perceptually optimized by making coding errors imperceptible or minimally noticeable. A visual model is introduced to estimate the thresholds of just noticeable distortion (JND) for three color channels of each pixel. With the estimated JNDs, the coding mode of each pixel in each color channel can be appropriately determined, and the quantization stepsize in predictive coding mode can be perceptually tuned for visually lossless encoding. Simulation results show that the performance of the perceptually optimized coder is superior to that of the un-optimized coder in terms of the bit rate required for achieving the same visual quality.
机译:长期以来,感知编码是一种在压缩数字图像中实现高效率的有前途的方法,因为可以节省编码位,以表示人类视觉系统(HVS)无法感知的图像部分。彩色图像中固有的感知冗余可以基于以下事实找到:HVS无法区分细微差异的彩色信号。因此,如果可以将编码失真成形为感知冗余的主要部分,则可以预期对彩色图像进行更有效的编码。在本文中,通过使编码错误难以察觉或几乎没有引起注意,从而在感知上优化了接近无损压缩模式下的JPEG-LS编码器。引入视觉模型来估计每个像素的三个颜色通道的仅明显失真(JND)的阈值。利用估计的JND,可以适当地确定每个颜色通道中的每个像素的编码模式,并且可以感知地调整预测编码模式中的量化步长以进行视觉上的无损编码。仿真结果表明,在获得相同视觉质量所需的比特率方面,感知优化的编码器的性能优于未优化的编码器。

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