mean-teacher 开源项目推荐（20 个）

cnyvfang /CORUN-Colabator

[NeurIPS2024 Spotlight] Real-world Image Dehazing with Coherence-based Pseudo Labeling and Cooperative Unfolding Network

semi-supervised-paper /semi-supervised-paper-implementation

Reproduce some methods in semi-supervised papers.

Tournesol-Saturday /RAIL

RAIL: Region-Aware Instructive Learning for Semi-Supervised Tooth Segmentation in CBCT

ChunjingXiao /WiTeacher

Mean Teacher-based Cross-Domain Activity Recognition using WiFi Signals, IoTJ 2023

chris-tng /semi-supervised-nlp

Implementation of semi-supervised learning: UDA, MixMatch, Mean-teacher, focusing on NLP, powered by Pytorch

medxiaorudan /MSSL

PyTorch-driven model for efficient vascular segmentation and classification using limited data. Combines semi-supervised and supervised techniques, setting a new standard in resource-efficient auto-segmentation.

Maryam024 /melanoma-ssl

Semi-supervised nuclei segmentation for melanoma histopathology — Mean Teacher, GAN, autoencoder, and pseudo-labeling vs. supervised baselines under label scarcity.

tamayura-hcy /FCAN

Frequency-aware Contrastive Cross-domain Adaptation Network for Unsupervised Domain Adaptation of OCT Images

mustafa1728 /Person-Re-ID

Experiments on some existing Re-ID methods on a different dataset with qualitative and quantitative analyses of their performance along with proposals to improve the results further.

Sean-Biscoe /LUNA16_MeanTeacher

Official codebase for my Year 3 dissertation on 3D pulmonary nodule segmentation using LUNA16 dataset. Compares a supervised 3D U-Net baseline vs. semi-supervised Mean Teacher architecture (peak validation Dice: 0.6617, with a DSC of 81.77%). Includes model definitions, metadata, and key NIfTI qualitative visual result files.

ezermoysis1 /mean-teacher-ssl

Semi supervised learning for semantic image segmentation

mahtabfaraji1 /Semi-supervised-segmentation-of-cataract-surgical-images

该项目在 GitHub 上没有填写描述

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.

MAlshurbaji /TriGAN-SiaMT

Code for "TriGAN-SiaMT: A Triple-Segmentor Adversarial Network with Bounding Box Priors for Semi-Supervised Brain Lesion Segmentation"

pranay172 /Core-Values-ThinkOnward

Semi-supervised facies segmentation of rock-core photos with SegFormer-B4 + Mean Teacher. #17 on ThinkOnward’s Core Values challenge.

elifpulukcu /gnn-drug-discovery

Graph Neural Networks for molecular property prediction on QM9, with semi-supervised training (Mean Teacher & N-CPS) in PyTorch Geometric

measterpojo /Mean-Teacher-Model-DA

The Mean Teacher Model is a popular approach for semi-supervised learning, where a student model learns from a more stable teacher model that updates through Exponential Moving Average (EMA). It helps improve consistency between predictions and provides a smoother training signal.

AnantGp /ssbc-2026-sclera-segmentation

SSBC 2026 sclera segmentation: SAM-LoRA adaptation and DINOv2 Mean Teacher ensembles, with research code, official results, and reproducibility notes.

wodrake /udpc-mt

Uncertainty-decoupled prototype consistency for semi-supervised breast ultrasound segmentation (master's thesis, Part I)

campbelltron1 /vesuvius-mean-teacher-audit

Dataset059-backed correctness audit and fixes for Villa Mean Teacher trainers