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1 Always better improving the dataset with a lot of generated samples. Otherwise you will 100% overfit the target.

2 -

3 Look at 1.

4 100 x 100 is a huge size for a cascade, main problems: noise / ram allocation. Try models up to 50x50 pixel.

5 take a look here pls: