The Lipreading Gap
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The Lipreading Gap: Do VSR Models Perceive Visual Speech Like Human Lipreaders?
Announce Type: replace Abstract: Visual speech recognition (VSR) models now surpass human lipreaders on benchmarks, but do such gains establish human-like visual speech perception? To explore this, we compare three VSR systems with human baselines on the MaFI word-level lipreading dataset using word, character, phoneme, and viseme-level metrics. Although models achieve higher overall accuracy, they succeed and fail on different words than humans.
The Lipreading Gap: Do VSR Models Perceive Visual Speech Like Human Lipreaders?
arXiv:2606.07435v1 Announce Type: new Abstract: Visual speech recognition (VSR) models now surpass human lipreaders on benchmarks, but do such gains establish human-like visual speech perception? To explore this, we compare three VSR systems with human baselines on the MaFI word-level lipreading dataset using word, character, phoneme, and viseme-level metrics. Although models achieve higher overall accuracy, they succeed and fail on different words than humans.