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Video classification

Hello, we have a question about video classification for project 2, we work with a lab.

We have to predict glare discomfort from analysis of face expressions.
We have videos registered by OpenFace software, with real-time face detection. So we have points and square around the face for identify the shape of the face. We are not able to delete them because we just have videos.

Therefore, we did image classification, but the image isn't clean to given them to CNN due to the points :

1_1_22.jpg

Since we didn't achieve a good accuracy, we don't know if our CNN model can be good with this kind of data set. Do you have some advice ?

Thank you !

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