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so how would you go about doing this using ml? is it a classification problem? Count the number of instances. Or do we do deep learning and say here is a picture the result is 10?

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Instance segmentation.

Thanks for this, maskrcnn looks like an interesting candidate

also U-net is great at this stuff, and a bit easier to implement for my taste. there are many ready implementations over the internet

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