Learning to lip read words by watching videos.

•Fully automated collection of a large-scale lip reading dataset from TV broadcasts.•Two-stream CNN for lip synchronization and active speaker detection.•Deep learning architectures to lip read spoken words.•State-of-the-art on benchmark datasets for lip reading and speaker detection.