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label_smoothing_pytorch's Introduction

Label Smoothing Pytorch

This repository contains a PyTorch implementation of the Label Smoothing.

Dependencies

  • PyTorch
  • torchvision
  • matplotlib
  • scikit-learn

Example

To produce th result, we use CIFAR-10 dataset for ResNet18.

# no label smoothing
python run.py

# use label smoothing
python run.py --do_lsr

# extract feature
python generate_feature.py

python generate_feature.py --do_lsr

#----------- plot tsne
python tsne_plot.py

python tsne_plot.py --do_lsr

Results

Training result

TSNE Visualisation

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