semi-supervised-segmentation 开源项目推荐（34 个）

LiheYoung /UniMatch

[CVPR 2023]重新审视半监督语义分割中的弱到强一致性

charlesCXK /TorchSemiSeg

[CVPR 2021] CPS: Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision

BBBBchan /Awesome-Semi-Supervised-Semantic-Segmentation

A summary of recent semi-supervised semantic segmentation methods

LiheYoung /ST-PlusPlus

[CVPR 2022] ST++: Make Self-training Work Better for Semi-supervised Semantic Segmentation

LiheYoung /UniMatch-V2

[TPAMI 2025] UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation

Yanfeng-Zhou /XNet

[ICCV2023] XNet: Wavelet-Based Low and High Frequency Merging Networks for Semi- and Supervised Semantic Segmentation of Biomedical Images

yyliu01 /PS-MT

[CVPR'22] Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation

BBBBchan /CorrMatch

[CVPR 2024] Official code for "CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation"

JIA-Lab-research /Context-Aware-Consistency

Semi-supervised Semantic Segmentation with Directional Context-aware Consistency (CVPR 2021)

ZhenZHAO /AugSeg

[CVPR'23] Augmentation Matters: A Simple-yet-Effective Approach to Semi-supervised Semantic Segmentation

xmed-lab /AllSpark

CVPR 2024: AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation

Yanfeng-Zhou /SPC

[BMVC2023] Spatial and Planar Consistency for Semi-Supervised Volumetric Medical Image Segmentation

xmed-lab /DHC

MICCAI 2023: DHC: Dual-debiased Heterogeneous Co-training Framework for Class-imbalanced Semi-supervised Medical Image Segmentation

DesertsP /SLRNet

🚀 Code for SLRNet: Learning Self-Supervised Low-Rank Network for Single-Stage Weakly and Semi-Supervised Semantic Segmentation

ZhenZHAO /AD-MT

[ECCV'24] Alternate Diverse Teaching for Semi-supervised Medical Image Segmentation

yyliu01 /IT2

[ECCV'24] ItTakesTwo: Leveraging Peer Representations for Semi-supervised LiDAR Semantic Segmentation

FengheTan9 /Multi-Level-Global-Context-Cross-Consistency

Official Pytorch Code base for "Multi-Level Global Context Cross Consistency Model for Semi-Supervised Ultrasound Image Segmentation with Diffusion Model"

ZhenZHAO /iMAS

[CVPR'23] Instance-specific and Model-adaptive Supervision for Semi-supervised Semantic Segmentation

Yanfeng-Zhou /XNetv2

[BIBM 2024] XNet v2: Fewer Limitations, Better Results and Greater Universality

jfzhuang /IFR

[CVPR'22] Semi-Supervised Video Semantic Segmentation with Inter-Frame Feature Reconstruction