基于人的注意力和图像动态的自然图像无参考对比度量

Mohan Liu, P. Ndjiki-Nya
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引用次数: 5

摘要

对比度测量是图像质量评估和图像增强的重要任务之一。然而,由于不同的应用程序对对比度有不同的定义,很难设计一个通用的度量来评估对比度质量。本文提出了一种新的基于感知的自然图像对比度度量。与传统度量不同,该度量同时基于图像的亮度和色度信息。亮度对比的技术评估通过人类注意力模型映射到基于感知的测量上。为了克服全局测量的局限性,还测量了局部亮度对比。CSIQ和TID2008数据库用于评估所建议的度量标准的性能。结果表明,与最先进的方法相比,拟议的方法产生了重大改进。
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A new perceptual-based no-reference contrast metric for natural images based on human attention and image dynamic
Contrast measurement is one of the most important tasks in image quality assessment and image enhancement. However, a generic metric to evaluate contrast quality is difficult to design because different applications have different definitions of contrast. In this paper, a new perceptual-based contrast metric for natural images is proposed. Departing from traditional metrics, the proposed measure is based on both the luminance and chrominance information of images. The technical assessment of luminance contrast is mapped onto a perceptualbased measure via a human attention model. Local luminance contrast is also measured to overcome the limitations of the global measure. The CSIQ and the TID2008 databases are used for evaluating the performance of the proposed metric. It is shown that the proposed approach yields a significant improvement in comparison to the state-of-the-art.
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