In order to reproduce logs please run the following command:
CIFAR10 + ResNet18
python main.py --gpu --loss_type SCL --model ResNet18 --dataset CIFAR10
CIFAR10 + DenseNet
python main.py --gpu --loss_type SCL --model DenseNet --dataset CIFAR10
Similar change --dataset
to MNSIT, FMNIST, CIFAR100
. As well, other hyperparametrs can be controlled with arguments included in the main file.
One experiments are completem models will be saved in ./logs_model and logs will be saved in ./logs on default.
Following this, a range of results can be generated with the code in ./graph to generate figures from paper.
Further instructions will be provided upong further updates. Thank you for your understanding.