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1st place solution for "xView2: Assess Building Damage" challenge.

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Thanks for your great job. May I ask for the latest Trained mode wights link? Thanks.

When I build the **Dockerfile**, it kept of on building the wheel for opencv-python. So, this issue is resolved pip upgrade.

` msk[..., 1][msk[..., 2:].max(axis=2)] = False msk[..., 3][msk[..., 2]] = False msk[..., 4][msk[..., 2]] = False msk[..., 4][msk[..., 3]] = False msk[..., 0][msk[..., 1:].max(axis=2)] = False ` I have a...

Hi, I have a question about the validate function of classification stage. The codes are in def validate(net,data_loader), train50_cls_cce.py. ` for j in range(msks.shape[0]): # msks.shape[0] is batch size tp[4]...

Thanks to your excellent work! looks like you use several models separately (ResNet34, SeNet154...). May I ask which one has the best results? i.e., from which model does the 1st...

Can you please give insight into the need for all kinds of randomized transformation on images? And how it is going to help in model? Thanks in advance