Hacking VMAF with Video Color and Contrast Distortion

Анастасия Звездакова, Anastasia Zvezdakova, Сергей Звездаков, Sergey Zvezdakov, Д К Куликов, Dmitriy Kulikov, Дмитрий Сергеевич Ватолин, Dmitriy Sergeevich Vatolin · 2019

Video quality measurement takes an important role in many applications. Full-reference quality metrics which are usually used in video codecs comparisons are expected to reflect any changes in videos. In this article, we consider different color corrections of compressed videos which increase the values of full-reference metric VMAF and almost don’t decrease other widely-used metric SSIM. The proposed video contrast enhancement approach shows the metric in-applicability in some cases for video codecs comparisons, as it may be used for cheating in the comparisons via tuning to improve this metric values.

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