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Perceptibility and acceptability of JPEG 2000 compressed images of various scene types

机译:各种场景类型的JPEG 2000压缩图像的可感知性和可接受性

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摘要

This investigation examines the relationships between image fidelity, acceptability thresholds and scene content for images distorted by lossy compression. Scene characteristics of a sample set of images, with a wide range of representative scene content, were quantified, using simple measures (scene metrics), which had been previously found to correlate with global scene lightness, global contrast, busyness, and colorfulness. Images were compressed using the lossy JPEG 2000 algorithm to a range of compression ratios, progressively introducing distortion to levels beyond the threshold of detection. Twelve observers took part in a paired comparison experiment to evaluate the perceptibility threshold compression ratio. A further psychophysical experiment was conducted using the same scenes, compressed to higher compression ratios, to identify the level of compression at which the images became visually unacceptable. Perceptibility and acceptability thresholds were significantly correlated for the test image set; both thresholds also correlated with the busyness metric. Images were ranked for the two thresholds and were further grouped, based upon the relationships between perceptibility and acceptability. Scene content and the results from the scene descriptors were examined within the groups to determine the influence of specific common scene characteristics upon both thresholds.
机译:这项研究检查了图像保真度,可接受阈值和场景内容之间的关系,这些图像因有损压缩而失真。使用简单的度量(场景指标)对具有广泛代表性场景内容的图像样本集的场景特征进行量化,该度量以前被发现与全局场景的亮度,全局对比度,繁忙度和色彩相关。使用有损JPEG 2000算法将图像压缩到一定范围的压缩率,从而逐渐将失真引入超出检测阈值的水平。十二名观察员参加了配对比较实验,以评估感知阈值压缩率。使用相同的场景进行了进一步的心理物理实验,将其压缩到更高的压缩率,以识别图像在视觉上无法接受的压缩程度。对于测试图像集,可感知性和可接受性阈值显着相关。这两个阈值也与繁忙度指标相关。根据可感知性和可接受性之间的关系,对两个阈值对图像进行排名,并进一步分组。在组内检查场景内容和场景描述符的结果,以确定特定的公共场景特征对两个阈值的影响。

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