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pytorch--CutMix (pytorch)


  • For training

    python main.py 
    --print_freq 32 --save_dir ./save_model/ --save_every 10
    --lr 0.1 --weight_decay 1e-4 --momentum 0.9 
    --Epoch 500 --batch_size 128 --test_batch_size 100 
    --cutout False --n_masks 1 --length 16 
    --normalize batchnorm
    --alpha 1.0 --cutmix_prob 1.0  # For Cutmix
    

Result
  • Comparison between SE + resnet-32 + batchnorm & SE + resnet-32 + batchnorm + cutmix

    SE + resnet-32 + batchnorm SE + resnet-32 + batchnorm + cutmix
    top - 1 error 4.76 4.50
Data
  • CIFAR -10
Model
  • SE (Squeeze and Excitation Network with Resnet-32)

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CutMix re-implementation by pytorch

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