wnn2000

FEAL

[CVPR2024] Think Twice Before Selection: Federated Evidential Active Learning for Medical Image Analysis with Domain Shifts

FedAAAI

Official implementation of the paper "FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation Noise"

FedIIC

The official implementation for the paper: "FedIIC: Towards Robust Federated Learning for Class-Imbalanced Medical Image Classification", which is accepted at MICCAI'23 (Early Accept, top 14% in total 2253 submissions).

FedNoRo

The official PyTorch implementation for the paper: "FedNoRo: Towards Noise-Robust Federated Learning By Addressing Class Imbalance and Label Noise Heterogeneity", which is accepted at IJCAI'23 main track.

FFL4MIA

Official implementation of the paper "From Optimization to Generalization: Fair Federated Learning against Quality Shift via Inter-Client Sharpness Matching"

wnn2000.github.io

FedCorr

CVPR 2022: FedCorr: Multi-Stage Federated Learning for Label Noise Correction

SharpDRO

Code for CVPR 2023 Robust Generalization against Photon-Limited Corruptions via Worst-Case Sharpness Minimization

wnn2000/FedNoRo

The official PyTorch implementation for the paper: "FedNoRo: Towards Noise-Robust Federated Learning By Addressing Class Imbalance and Label Noise Heterogeneity", which is accepted at IJCAI'23 main track.

wnn2000/FedIIC

The official implementation for the paper: "FedIIC: Towards Robust Federated Learning for Class-Imbalanced Medical Image Classification", which is accepted at MICCAI'23 (Early Accept, top 14% in total 2253 submissions).

wnn2000/FedAAAI

Official implementation of the paper "FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation Noise"

wnn2000/FFL4MIA

Official implementation of the paper "From Optimization to Generalization: Fair Federated Learning against Quality Shift via Inter-Client Sharpness Matching"

wnn2000/wnn2000.github.io