一种用于在职图像质量评估的减少参考的感知质量度量

T. M. Kusuma, Hans-Jürgen Zepernick
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引用次数: 82

摘要

面向用户的图像质量评价已经成为多媒体通信中的一个关键因素。然而,现有的图像质量指标,如峰值信噪比(PSNR),不适合在服务质量监控,因为它们要求原始图像在接收器可用。虽然PSNR和其他指标是客观的,但它们不是基于人类的视觉感知。为了克服这些问题,我们提出了一种新的减少参考客观混合图像质量度量(HIQM),该度量考虑了人类的视觉感知,并且不需要在接收器处提供参考图像。这种方法是基于各种图像伪影度量的组合。结果是一个数字,它代表了整体图像质量。实验结果表明,HIQM优于PSNR。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A reduced-reference perceptual quality metric for in-service image quality assessment
User-oriented image quality assessment has become a key factor in multimedia communications. However, existing image quality metrics such as peak signal-to-noise ratio (PSNR) are inappropriate for in-service quality monitoring, since they require the original image to be available at the receiver. Although PSNR and others are objective metrics, they are not based on human visual perception. In order to overcome these problems, we propose a novel reduced-reference objective hybrid image quality metric (HIQM) that accounts for human visual perception and does not require a reference image at the receiver. This approach is based on a combination of various image artifact measures. The result is a single number, which represents an overall image quality. Experimental results indicate that HIQM outperforms PSNR.
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