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Hmm - I wonder if I could train a CNN on translating webcam images to gaze point using this data? Probably wouldn't generalize too well.

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yes - precision is... limited though webgazer.cs.brown.edu

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and

well I don't know about the application of CNNs here but the problem is solvable in principle