hi，thanks for your code.I would like to ask where the code of label smoothing as a tra

Hello, <a class="user-mention notranslate" data-hovercard-type="user" data-hovercard-u

label smoothing about amn HOT 1 CLOSED

luckyjjj29 commented on June 10, 2024

label smoothing

from amn.

Comments (1)

gaviotas commented on June 10, 2024

Hello, @luckyjjj29

You can check this part where the one-hot label is converted to the label-smoothed label.

AMN/step/train_amn.py

Lines 142 to 146 in 75c1999

    
           label_ = label_amn.clone() 
        
           label_[label_amn == 255] = 0 
        
           given_labels = torch.full(size=(B, C, H, W), fill_value=args.eps/(C-1)).cuda() 
        
           given_labels.scatter_(dim=1, index=torch.unsqueeze(label_, dim=1), value=1-args.eps)

from amn.

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	label_ = label_amn.clone()
	label_[label_amn == 255] = 0

	given_labels = torch.full(size=(B, C, H, W), fill_value=args.eps/(C-1)).cuda()
	given_labels.scatter_(dim=1, index=torch.unsqueeze(label_, dim=1), value=1-args.eps)