mlsanityData to 14 Oct 2026

Hacking VMAF with Video Color and Contrast Distortion

arXiv 1907.04807 ↗First posted 10 Jul 2019cs.MM cs.GR eess.IVcited by 8

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Abstract (arXiv)

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.

Key facts. Cited by 8 papers in the map (data through 14 Oct 2026). First posted on arXiv 10 Jul 2019.

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Citing papers per year: 2021: 2; 2022: 0; 2023: 1; 2024: 3; 2025: 2.

8 papers.