FedRefiner

Official code for the paper "FedRefiner: Robust Federated Learning with Noisy Label Refinement for Remote Sensing".

Installation

pip install -r requirements.txt

Example Usage

python FL_train.py --alg fedrefiner --model resnet18 --dataset RS-5 --noise_rate 0.8 --noise_pattern symmetric

More settings can be found in args.py. Please load the dataset (refer to FedRS to download these datasets) into ./dataset. In ./dataset, there should be two sub folders FedRS and FedRS-5.

Remote Sensing Imagery

Citation

TBD.

Acknowledgments

We sincerely appreciate the authors of the FedRS datasets, and more information can be found in the FedRS.