fixmatch 开源项目推荐（28 个）

kekmodel /FixMatch-pytorch

非官方的PyTorch实现的“FixMatch：以一致性和信心简化半监督学习”

LiheYoung /UniMatch

[CVPR 2023]重新审视半监督语义分割中的弱到强一致性

iBelieveCJM /Tricks-of-Semi-supervisedDeepLeanring-Pytorch

PseudoLabel 2013、增值税（VAT）、PI模型、Tempens、MeanTeacher、ICT、MixMatch、FixMatch

perrying /pytorch-consistency-regularization

PyTorch 对半监督学习一致性正则化方法的实现

valencebond /FixMatch_pytorch

Unofficial PyTorch implementation of "FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence"

CoinCheung /fixmatch-pytorch

90%+ with 40 labels. please see the readme for details.

lijichang /LNL-NCE

A pytorch implementation for "Neighborhood Collective Estimation for Noisy Label Identification and Correction", which is accepted by ECCV2022.

shjo-april /Tensorflow_FixMatch

[Re-implementation] FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence

vfdev-5 /FixMatch-pytorch

Implementation of FixMatch in PyTorch and experimentations

julilien /CSSL

Code for "Credal Self-Supervised Learning" as published at NeurIPS 2021.

AllanJinYosoro /IdentifyPreciousImage

Classify Your Precious Image Using Few Labeled Samples based on FixMatch

fernando2393 /FixMatch-Exploration

Final project of the KTH DD2412 - Deep Learning, Advanced course.

S-HuaBomb /FixMatch-Paddle

Re-implement FixMatch in Paddle

julilien /C2S2L

Supplementary material and code for "Conformal Credal Self-Supervised Learning" as published at COPA 2023.

anupbagale /how-semi-supervised-learning-works

How semi-supervised learning works: FixMatch on brain-MRI-style scans, why it fails on subtle lesions, and how to fix it

aillaud /Semi-Supervised-Learning-CIFAR10

Study of a powerful Semi-Supervised Learning model, FixMatch, trained on the dataset CIFAR-10

feras-oughali /FixMatch

pytorch implementation of FixMatch paper as a fastai callback

HaloMind-Research /SafeMed-SSL

Code accompanying the bioRxiv preprint “Trust, but Verify”: uncertainty-gated semi-supervised malaria cell classification using Monte Carlo dropout and confidence-weighted pseudo-labeling.

tyui592 /pytorch_FixMatch

Unofficial Pytorch Implementation of 'FixMatch- Simplifying Semi-Supervised Learning with Consistency and Confidence'

SabaHoque /SSL_Segmentation_using_yolov11

This repository contains the complete implementation of a semi-supervised instance segmentation pipeline using YOLOv11. The project explores FixMatch, MixMatch, and Mean Teacher methods and evaluates their effectiveness using limited labeled data and abundant unlabeled data as part of the CSE 438 Final Project.