Thx for sharing the link to your work. Interesting idea. A few thoughts: 1) Congrats on the birth of your child. I imagine you have zero time now but as they g

Thx for sharing the link to your work. Interesting idea. A few thoughts: 1) Congrats on the birth of your child. I imagine you have zero time now but as they get older, you start getting your time back. I went through this and now I can sneak in personal projects while the kids are in their activities, late at night, early am. Be aware your body and stamina declines as you age. I am getting close to mid 40s and I can feel it. 2) The previous poster presented an interesting idea about putting a basic classifier in the loop. The challenge is how do you if the classifier gets it wrong. Confidence scores you get from the logits are extremely flakey. I think one solution is to metric learning methods (contrastive loss instead of cross entropy). I have seen some papers that dance around this but have not seen anything fully baked from a scientific perspective. 3) Your task is an interesting action recognition task. You should seriously consider putting it on kaggle or write a paper on it (and release the dataset). The easy off-the-shelf model you could try on this data for a video classification task like this is possibly X3D. But there are a variety of other methods (I'm a researcher in the field).