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Pretty impressive. Looks like they used looooooots of training data (100,000 sentences from TV).
This is actually really cool!

I would be very interested in seeing how this would translate to other languages using the equivalent data sets. Which language would be easiest to lip read?

(comment deleted)
Probably English (so much more training data), but my guess is that German would be well suited.