Abstract: Highlights•Cross-lingual transfer learning enhances lipreading with limited target language data.•Speaker adaptation boosts specific speaker lipreading accuracy.•Model ensembling with lip and face inputs improves lipreading.•Our approach sets a new benchmark on the ChatCLR dataset.
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