This is a summary of recent semi-supervised semantic segmentation methods. Please feel free to contact me ([email protected]) if I miss some papers. Issues and PRs are also welcomed!
NOTE: The methods of semi-supervised medical segmentation methods are not included, you can find them here. As for general semi-supervised learning, you can refer to this repo.
Title | Abbreviation | Published | Dataset | CODE | |
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UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation | UniMatch V2 | Arxiv 2024 | PASCAL VOC 2012, Cityscapes, MS COCO, ADE20k | Code | Paper |
Masked Image Modeling Boosting Semi-Supervised Semantic Segmentation | S4MIM | Arxiv 2024 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Exploiting Minority Pseudo-Labels for Semi-Supervised Semantic Segmentation in Autonomous Driving | - | Arxiv 2024 | PASCAL VOC 2012, Cityscapes | - | Paper |
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation | PrevMatch | Arxiv 2024 | PASCAL VOC 2012, Cityscapes, COCO, ADE20k | Code | Paper |
IPixMatch: Boost Semi-supervised Semantic Segmentation with Inter-Pixel Relation | IPixMatch | Arxiv 2024 | PASCAL VOC 2012, Cityscapes | - | Paper |
PRCL: Probabilistic Representation Contrastive Learning for Semi-Supervised Semantic Segmentation | PRCL | Arxiv 2024 | PASCAL VOC 2012, Cityscapes | - | Paper |
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation | CorrMatch | CVPR 2024 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Towards the Uncharted: Density-Descending Feature Perturbation for Semi-supervised Semantic Segmentation | DDFP | CVPR 2024 | PASCAL VOC 2012, Cityscapes | - | Paper |
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation | AllSpark | CVPR 2024 | PASCAL VOC 2012, Cityscapes, MS COCO | Code | Paper |
RankMatch: Exploring the Better Consistency Regularization for Semi-supervised Semantic Segmentation | RankMatch | CVPR 2024 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Beyond Pixels: Semi-Supervised Semantic Segmentation with a Multi-scale Patch-based Multi-Label Classifier | MPMC | ECCV 2024 | PASCAL VOC 2012, Cityscapes | - | Paper |
Multi-Level Label Correction by Distilling Proximate Patterns for Semi-supervised Semantic Segmentation | MLLC | TMM 2024 | PASCAL VOC 2012, Cityscapes | - | Paper |
Class Probability Space Regularization for semi-supervised semantic segmentation | CPSR | CVIU 2024 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Revisiting Network Perturbation for Semi-Supervised Semantic Segmentation | MLPMatch | PRCV 2024 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Hybrid Architectures Ensemble Learning for pseudo-label refinement in semi-supervised segmentation | HAEL | INFFUS 2025 | PASCAL VOC 2012, Cityscapes | - | Paper |
Title | Abbreviation | Published | Dataset | CODE | |
---|---|---|---|---|---|
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation | CorrMatch | Arxiv 2023 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Semi-Supervised Semantic Segmentation via Marginal Contextual Information | S4MC | Arxiv 2023 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Semi-supervised Semantic Segmentation via Boosting Uncertainty on Unlabeled Data | Arxiv 2023 | PASCAL VOC 2012, Cityscapes | Paper | ||
Triple-View Knowledge Distillation for Semi-Supervised Semantic Segmentation | Tri-KD | Arxiv 2023 | PASCAL VOC 2012, Cityscapes | - | Paper |
Space Engage: Collaborative Space Supervision for Contrastive-based Semi-Supervised Semantic Segmentation | CSS | Arxiv 2023 | PASCAL VOC 2012, Cityscapes | - | Paper |
CAFS: Class Adaptive Framework for Semi-Supervised Semantic Segmentation | CAFS | Arxiv 2023 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Revisiting Image Reconstruction for Semi-supervised Semantic Segmentation | FOrec | Arxiv 2023 | PASCAL VOC 2012, Cityscapes | - | Paper |
Switching Temporary Teachers for Semi-Supervised Semantic Segmentation | NeurIPS 2023 | PASCAL VOC 2012, Cityscapes | - | Paper | |
DAW: Exploring the Better Weighting Function for Semi-supervised Semantic Segmentation | DAW | NeurIPS 2023 | PASCAL VOC 2012, Cityscapes | - | Paper |
Improving Semi-Supervised Semantic Segmentation with Dual-Level Siamese Structure Network | DSSN | ACM MM 2023 | PASCAL VOC 2012, Cityscapes | - | Paper |
Locating Noise is Halfway Denoising for Semi-Supervised Segmentation | UPL | ICCV 2023 | PASCAL VOC 2012, Cityscapes | - | Paper |
Semi-Supervised Semantic Segmentation With Region Relevance | RRN | ICME 2023 | PASCAL VOC 2012, Cityscapes | Code | Paper |
NP-SemiSeg: When Neural Processes meet Semi-Supervised Semantic Segmentation | NP-SemiSeg | ICML 2023 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Instance-Specific and Model-Adaptive Supervision for Semi-Supervised Semantic Segmentation | iMAS | CVPR 2023 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Hunting Sparsity: Density-Guided Contrastive Learning for Semi-Supervised Semantic Segmentation | DGCL | CVPR 2023 | PASCAL VOC 2012, Cityscapes | - | Paper |
Fuzzy Positive Learning for Semi-supervised Semantic Segmentation | FPL | CVPR 2023 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation | UniMatch | CVPR 2023 | PASCAL VOC 2012, Cityscapes, MS COCO | Code | Paper |
Augmentation Matters: A Simple-yet-Effective Approach to Semi-supervised Semantic Segmentation | AugSeg | CVPR 2023 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Conflict-Based Cross-View Consistency for Semi-Supervised Semantic Segmentation | CCVC | CVPR 2023 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation | CPCL | TIP 2023 | PASCAL VOC 2012, Cityscapes | - | Paper |
Querying Labeled for Unlabeled: Cross-Image Semantic Consistency Guided Semi-Supervised Semantic Segmentation | CISC-R | TPAMI 2023 | PASCAL VOC 2012, Cityscapes, MS COCO | Code | Paper |
Title | Abbreviation | Published | Dataset | CODE | |
---|---|---|---|---|---|
Transformer-CNN Cohort: Semi-supervised Semantic Segmentation by the Best of Both Students | TCC | Arxiv 2022 | PASCAL VOC 2012, Cityscapes | - | Paper |
Multi-View Correlation Consistency for Semi-Supervised Semantic Segmentation | MVCC | Arxiv 2022 | PASCAL VOC 2012, Cityscapes | - | Paper |
Pseudo-Label Noise Suppression Techniques for Semi-Supervised Semantic Segmentation | - | BMVC 2022 | PASCAL VOC 2012, Cityscapes, Mapillary | Code | Paper |
Semantic Segmentation with Active Semi-Supervised Representation Learning | - | BMVC 2022 | Cityscapes, CamVid | - | Paper |
Semi-supervised Semantic Segmentation with Prototype-based Consistency Regularization | PCR | NeurIPS 2022 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Learning from Future: A Novel Self-Training Framework for Semantic Segmentation | FST | NeurIPS 2022 | PASCAL VOC 2012 | Code | Paper |
Semi-Supervised Semantic Segmentation via Gentle Teaching Assistant | GTA | NeurIPS 2022 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Semi-supervised 3D shape segmentation with multilevel consistency and part substitution | - | CVM 2022 | PartNet, ShapeNetPart, ScanNet | Code | Paper |
Semi-Supervised Semantic Segmentation with Cross Teacher Training | CTT | Neurocomputing 2022 | PASCAL VOC 2012, Cityscapes | - | Paper |
Region-level Contrastive and Consistency Learning for Semi-Supervised Semantic Segmentation | RC2L | IJCAI 2022 | PASCAL VOC 2012, Cityscapes | - | Paper |
One Weird Trick to Improve Your Semi-Weakly Supervised Semantic Segmentation Model | - | IJCAI 2022 | PASCAL VOC 2012 | - | Paper |
Multi-Granularity Distillation Scheme Towards Lightweight Semi-Supervised Semantic Segmentation | MGD | ECCV 2022 | PASCAL VOC 2012, Cityscapes | - | Paper |
Learning Self-Supervised Low-Rank Network for Single-Stage Weakly and Semi-Supervised Semantic Segmentation | SLRNet | IJCV 2022 | Pascal VOC 2012, L2ID, MS COCO | Code | Paper |
Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels | U2PL | CVPR 2022 | PASCAL VOC 2012 | Code | Paper |
Semi-supervised Semantic Segmentation with Error Localization Network | ELN | CVPR 2022 | PASCAL VOC 2012, Cityscapes | Code | Paper |
UCC: Uncertainty guided Cross-head Co-training for Semi-Supervised Semantic Segmentation | UCC | CVPR 2022 | PASCAL VOC 2012, Cityscapes | - | Paper |
Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation | PS-MT | CVPR 2022 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Unbiased Subclass Regularization for Semi-Supervised Semantic Segmentation | USRN | CVPR 2022 | PASCAL VOC 2012, Cityscapes | Code | Paper |
ST++: Make Self-training Work Better for Semi-supervised Semantic Segmentation | ST/ST++ | CVPR 2022 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Semi-Supervised Video Semantic Segmentation with Inter-Frame Feature Reconstruction | IRF | CVPR 2022 | Cityscapes, CamVid | Code | Paper |
Noisy Boundaries: Lemon or Lemonade for Semi-supervised Instance Segmentation? | - | CVPR 2022 | Cityscapes, MS COCO,BDD100K | Code | Paper |
TWIST: Two-Way Inter-label Self-Training for Semi-supervised 3D Instance Segmentation | TWIST | CVPR 2022 | ScanNet v2, S3DIS | - | Paper |
Adversarial Dual-Student with Differentiable Spatial Warping for Semi-Supervised Semantic Segmentation | ADS | TCSVT 2022 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Semi-supervision semantic segmentation with uncertainty-guided self cross supervision | USCS | Arxiv 2022 | PASCAL VOC 2012 | - | Paper |
GuidedMix-Net: Semi-supervised Semantic Segmentation by Using Labeled Images as Reference | GuidedMix-Net | AAAI 2022 | PASCAL VOC 2012, Cityscapes | - | Paper |
Active Learning for Improved Semi-Supervised Semantic Segmentation in Satellite Images | - | WACV 2022 | UCM, deepglobe | Code | Paper |
The GIST and RIST of Iterative Self-Training for Semi-Supervised Segmentation | GIST RIST | CRV 2022 | PASCAL VOC 2012, Cityscapes | - | Paper |
Learning Pseudo Labels for Semi-and-Weakly Supervised Semantic Segmentation | - | PR 2022 | PASCAL VOC 2012, PASCAL-Context | Code | Paper |
Title | Abbreviation | Published | Dataset | CODE | |
---|---|---|---|---|---|
n-CPS: Generalising Cross Pseudo Supervision to n Networks for Semi-Supervised Semantic Segmentation | n-CPS | Arxiv 2021 | PASCAL VOC 2012, Cityscapes | - | Paper |
Revisiting consistency for semi-supervised semantic segmentation | - | Arxiv 2021 | Cityscapes | - | Paper |
Robust Mutual Learning for Semi-supervised Semantic Segmentation | - | Arxiv 2021 | PASCAL VOC 2012, Cityscapes | - | Paper |
Mask-based Data Augmentation for Semi-supervised Semantic Segmentation | ComplexMix | Arxiv 2021 | Cityscapes | - | Paper |
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning | AEL | NeurIPS 2021 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Colour augmentation for improved semi-supervised semantic segmentation | - | Arxiv 2021 | PASCAL VOC 2012, Cityscapes | - | Paper |
C3-SemiSeg: Contrastive Semi-supervised Segmentation via Cross-set Learning and Dynamic Class-balancing | C3-SemiSeg | ICCV 2021 | Cityscapes, BDD100K | Code | Paper |
A Simple Baseline for Semi-supervised Semantic Segmentation with Strong Data Augmentation | - | ICCV 2021 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Semi-Supervised Semantic Segmentation with Pixel-Level Contrastive Learning from a Class-wise Memory Bank | - | ICCV 2021 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Pixel Contrastive-Consistent Semi-Supervised Semantic Segmentation | P2Seg | ICCV 2021 | PASCAL VOC 2012, Cityscapes, MS COCO | - | Paper |
Re-distributing Biased Pseudo Labels for Semi-supervised Semantic Segmentation: A Baseline Investigation | DARS | ICCV 2021 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Warp-Refine Propagation: Semi-Supervised Auto-labeling via Cycle-consistency | - | ICCV 2021 | CityScapes, NYU, KITTI, ApolloScape | - | Paper |
Semi-supervised Semantic Segmentation with Directional Context-aware Consistency | - | CVPR 2021 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision | CPS | CVPR 2021 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Anti-Adversarially Manipulated Attributions for Weakly and Semi-Supervised Semantic Segmentation | - | CVPR 2021 | PASCAL VOC 2012 | Code | Paper |
Semi-supervised Domain Adaptation based on Dual-level Domain Mixing for Semantic Segmentation | - | CVPR 2021 | Cityscapes, GTA5, SYNTHIA | - | Paper |
Learning from Pixel-Level Label Noise: A New Perspective for Semi-Supervised Semantic Segmentation | - | TIP 2021 | PASCAL VOC 2012, PASCAL-Context, Cityscapes | - | Paper |
A Three-Stage Self-Training Framework for Semi-Supervised Semantic Segmentation | - | TIP 2021 | PASCAL VOC 2012, Cityscapes | - | Paper |
PseudoSeg: Designing Pseudo Labels for Semantic Segmentation | PseudoSeg | ICLR 2021 | PASCAL VOC 2012, MS COCO | Code | Paper |
ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning | ClassMix | WACV 2021 | PASCAL VOC 2012, Cityscapes | Code | Paper |
Title | Abbreviation | Published | Dataset | CODE | |
---|---|---|---|---|---|
Semi-Supervised Semantic Segmentation with Cross-Consistency Training | CCT | CVPR 2020 | PASCAL VOC 2012, Cityscapes, CamVid | Code | Paper |
Semi-Supervised Semantic Image Segmentation with Self-correcting Networks | - | CVPR 2020 | PASCAL VOC 2012, Cityscapes | - | Paper |
A Three-Stage Self-Training Framework for Semi-Supervised Semantic Segmentation | - | CVPR 2020 | PASCAL VOC 2012, Cityscapes | - | Paper |
Guided Collaborative Training for Pixel-wise Semi-Supervised Learning | GCT | ECCV 2020 | Pascal VOC 2012 | Code | Paper |
Semi-supervised semantic segmentation needs strong, varied perturbations | CutMix | BMVC2020 | PASCAL VOC 2012, Cityscapes, ISIC 2017 | Code | Paper |