Semi-Supervised Learning based Approaches

Overall code structure is made from original DivideMix repo. We refer to https://github.com/LiJunnan1992/DivideMix.

Dataset

CIFAR10, CIFAR100

To download CIFAR dataset, just follow

bash scripts/download_cifar10.sh

bash scripts/download_cifar100.sh

Clothing1M

Please follow https://github.com/jaychoi12/FINE/tree/master/dynamic_selection clothing1m settings. You can set data path as an argument.

Training

To run scripts or python file, you have to download cifar-10 or cifar-100 datasets, firstly.

With FINE

All hyper-parameter settings are the same with baselines Run the followings for severe noise rate 90%:

    bash scripts/refinement_dynamic_cifar10
    bash scripts/refinement_dynamic_cifar100

License
This project is licensed under the terms of the MIT license.