Hacking VMAF with Video Color and Contrast Distortion

July 10, 2019 ยท Declared Dead ยท ๐Ÿ› GraphiCon'2019 Proceedings. Volume 2

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Authors Anastasia Zvezdakova, Sergey Zvezdakov, Dmitriy Kulikov, Dmitriy Vatolin arXiv ID 1907.04807 Category cs.MM: Multimedia Cross-listed cs.GR, eess.IV Citations 20 Venue GraphiCon'2019 Proceedings. Volume 2 Last Checked 2 months ago
Abstract
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 inapplicability 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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