small objects segmentation

[MyVanitar]

I have some difficulties to detect small object with DeepLabV2 without CRF.

I reached to 93% IOU on my own dataset, but the model in unable to detect some small objects inside the validation set and some big objects do not have very fine edges, so the results are under question for me and too good to be true.