峰值信噪比:简单美吗?

J. Korhonen, Junyong You
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引用次数: 112

摘要

使用峰值信噪比(PSNR)作为数字处理图像和视频的完整参考质量指标受到了严厉的批评,因为许多研究表明主观质量分数与各自的PSNR值之间存在弱相关性。在本文中,我们证明了PSNR的低性能通常与PSNR值的内容依赖的系统移位有关。在具有固定内容和典型视觉通信应用的失真类型的场景中,PSNR也可以表现得很好,或者在某些情况下甚至比文献中已知的更复杂的客观质量模型更好。因此,使用PSNR可能是合理的比较质量评估与固定内容。
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Peak signal-to-noise ratio revisited: Is simple beautiful?
Heavy criticism has been directed against using peak signal-to-noise ratio (PSNR) as a full reference quality metric for digitally processed images and video, since many studies have shown a weak correlation between subjective quality scores and the respective PSNR values. In this paper, we show that the low performance of PSNR is often related to a content dependent systematic shift of PSNR values. In scenarios with fixed content and distortion types that are typical for visual communications applications, PSNR may perform closely as well, or in some cases even better than the more complex objective quality models known from the literature. Therefore, the use of PSNR may be justified for comparative quality assessment with fixed content.
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