mlsanityData to 7 Oct 2026

Resolution limits on visual speech recognition

arXiv 1710.01073 ↗First posted 3 Oct 2017cs.CV eess.IVcited by 5

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Abstract (arXiv)

Visual-only speech recognition is dependent upon a number of factors that can be difficult to control, such as: lighting; identity; motion; emotion and expression. But some factors, such as video resolution are controllable, so it is surprising that there is not yet a systematic study of the effect of resolution on lip-reading. Here we use a new data set, the Rosetta Raven data, to train and test recognizers so we can measure the affect of video resolution on recognition accuracy. We conclude that, contrary to common practice, resolution need not be that great for automatic lip-reading. However it is highly unlikely that automatic lip-reading can work reliably when the distance between the bottom of the lower lip and the top of the upper lip is less than four pixels at rest.

Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). First posted on arXiv 3 Oct 2017.

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Citing papers per year: 2022: 1; 2023: 1; 2024: 1; 2025: 1; 2026: 1.

5 papers.