wnn2000

loss-landscape

Code for visualizing the loss landscape of neural nets

ICCV2023-Papers-with-Code

ICCV 2023 论文和开源项目合集

website

dataset

医学影像数据集列表 『An Index for Medical Imaging Datasets』

Awesome-FL

Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)

federated-learning

A PyTorch Implementation of Federated Learning http://doi.org/10.5281/zenodo.4321561

robustness

Corruption and Perturbation Robustness (ICLR 2019)

UniMatch

[CVPR 2023] Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation

docs

清华大学飞跃手册

ss-ood

Self-Supervised Learning for OOD Detection (NeurIPS 2019)

group_DRO

Distributionally robust neural networks for group shifts

GSAM

PyTorch repository for ICLR 2022 paper (GSAM) which improves generalization (e.g. +3.8% top-1 accuracy on ImageNet with ViT-B/32)

LTR-weight-balancing

CVPR 2022 - official implementation for "Long-Tailed Recognition via Weight Balancing" https://arxiv.org/abs/2203.14197

RethinkFL

CVPR2023 - Rethinking Federated Learning with Domain Shift: A Prototype View

TCL

Twin Contrastive Learning with Noisy Labels (CVPR 2023)

SAGM

The official codes of our CVPR-2023 paper: Sharpness-Aware Gradient Matching for Domain Generalization

Imbalanced_SAM

The offical implement of ImbSAM (Imbalanced-SAM)

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.

roodmri

AICONSlab's DL benchmarking platform to OOD data in MRI

FedMix

Fed-MENU

A python (PyTorch) implementation of federated multi-encoding U-Net (Fed-MENU) method for federated learning-based multi-organ segmentation with inconsistent labels.

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).

SharpDRO

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

FedGELA

[NeurIPS 2023]Federated Learning with Bilateral Curation for Partially Class-Disjoint Data

FedAAAI

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

IOP-FL

[IEEE TMI'23] IOP-FL: Inside-Outside Personalization for Federated Medical Image Segmentation

IntelligentInteractiveLab_old

智能交互实验室主页

FFL4MIA

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

hustdmin.github.io

wnn2000.github.io