med-air / HarmoFL
[AAAI'22] HarmoFL: Harmonizing Local and Global Drifts in Federated Learning on Heterogeneous Medical Images
☆88Updated 2 years ago
Alternatives and similar repositories for HarmoFL:
Users that are interested in HarmoFL are comparing it to the libraries listed below
- Self-supervised federated learning for medical imaging - IEEE TMI☆69Updated 9 months ago
- [MICCAI 2023] GRACE: Enhancing Federated Learning for Medical Imaging with Generalized and Personalized Gradient Correction☆16Updated last year
- [npj Digital Medicine'21] Federated deep learning for detecting COVID-19 lung abnormalities in CT: a privacy-preserving multinational val…☆39Updated 3 years ago
- CVPR 2022: RSCFed: Random Sampling Consensus Federated Semi-supervised Learning☆48Updated 2 years ago
- [MICCAI'22] Dynamic Bank Learning for Semi-supervised Federated Image Diagnosis with Class Imbalance☆20Updated 2 years ago
- [MICCAI2023] Client-Level Differential Privacy via Adaptive Intermediary in Federated Medical Imaging☆13Updated 7 months ago
- The code for paper FedCL: Federated Contrastive Learning for Multi-center Medical Image Classification.☆21Updated last year
- [IEEE TMI'23] IOP-FL: Inside-Outside Personalization for Federated Medical Image Segmentation☆10Updated last year
- ☆7Updated 9 months ago
- ☆105Updated 2 years ago
- [NeurIPS 2023]Federated Learning with Bilateral Curation for Partially Class-Disjoint Data☆12Updated 9 months ago
- [MICCAI'21] Personalized Retrogress-Resilient Framework for Real-World Medical Federated Learning☆17Updated 2 years ago
- [CVPR 2023] Federated Domain Generalization with Generalization Adjustment☆44Updated last year
- The official PyTorch implementation for the paper: "FedNoRo: Towards Noise-Robust Federated Learning By Addressing Class Imbalance and La…☆24Updated 11 months ago
- ☆19Updated 2 years ago
- [CVPR2024] Think Twice Before Selection: Federated Evidential Active Learning for Medical Image Analysis with Domain Shifts☆24Updated 8 months ago
- ☆45Updated 2 years ago
- Official implementation for MICCAI 2021 paper "Federated Semi-supervised Medical Image Classification via Inter-client Relation Matching"☆51Updated last year
- [NeurIPS 2023] "FedFed: Feature Distillation against Data Heterogeneity in Federated Learning"☆18Updated last year
- ☆27Updated 2 years ago
- ICLR 2023 - FedFA: Federated Feature Augmentation☆56Updated last year
- Official repository for Local Learning Matters: Rethinking Data Heterogeneity in Federated Learning [CVPR 2022 Oral, Best Paper Finalist]☆60Updated 2 years ago
- Code Implementation and Informations about FedAS☆21Updated last month
- [TMI'22] Personalized Retrogress-Resilient Federated Learning Towards Imbalanced Medical Data☆13Updated 2 years ago
- 【CVPR 2023】Learning Federated Visual Prompt in Null Space for MRI Reconstruction☆45Updated last year
- The official implementation for the paper: "FedIIC: Towards Robust Federated Learning for Class-Imbalanced Medical Image Classification",…☆17Updated last year
- ☆15Updated 4 months ago
- [ICLR 2023] Multimodal Federated Learning via Contrastive Representation Ensemble☆102Updated 2 months ago
- CVPR 2022: FedCorr: Multi-Stage Federated Learning for Label Noise Correction☆36Updated last year
- Official implementation of the paper "FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heter…☆13Updated last year