| ViTSGMM: A Robust Semi-Supervised Image Recognition Network Using Sparse Labels | ✓ Link | 3.51 | SemiOccam | 2025-06-04 |
| FreeMatch: Self-adaptive Thresholding for Semi-supervised Learning | ✓ Link | 4.9 | FreeMatch | 2022-05-15 |
| NP-Match: When Neural Processes meet Semi-Supervised Learning | ✓ Link | 4.91 | NP-Match | 2022-07-03 |
| RelationMatch: Matching In-batch Relationships for Semi-supervised Learning | ✓ Link | 4.96 | RelationMatch | 2023-05-17 |
| FlexMatch: Boosting Semi-Supervised Learning with Curriculum Pseudo Labeling | ✓ Link | 4.99±0.16 | FlexMatch | 2021-10-15 |
| Shrinking Class Space for Enhanced Certainty in Semi-Supervised Learning | ✓ Link | 5.08 | ShrinkMatch | 2023-08-13 |
| Debiased Learning from Naturally Imbalanced Pseudo-Labels | ✓ Link | 5.4 | DebiasPL (w/ FixMatch) | 2022-01-05 |
| SimMatch: Semi-supervised Learning with Similarity Matching | ✓ Link | 5.6 | SimMatch | 2022-03-14 |
| Contrastive Regularization for Semi-Supervised Learning | | 5.69 | FixMatch+CR | 2022-01-17 |
| MutexMatch: Semi-Supervised Learning with Mutex-Based Consistency Regularization | ✓ Link | 5.79 | MutexMatch (k=0.6C) | 2022-03-27 |
| Probabilistic Contrastive Learning for Domain Adaptation | ✓ Link | 5.88±1.19 | PCL | 2021-11-11 |
| SST: Self-training with Self-adaptive Thresholding for Semi-supervised Learning | | 6.35±0.28 | Semi-SST (ViT-Small) | 2025-05-31 |
| DP-SSL: Towards Robust Semi-supervised Learning with A Few Labeled Samples | | 6.54±0.98 | DP-SSL | 2021-10-26 |
| SelfMatch: Combining Contrastive Self-Supervision and Consistency for Semi-Supervised Learning | | 6.81±1.08 | SelfMatch | 2021-01-16 |
| CoMatch: Semi-supervised Learning with Contrastive Graph Regularization | ✓ Link | 6.91±1.39 | CoMatch (w. SimCLR) | 2020-11-23 |
| Boosting the Performance of Semi-Supervised Learning with Unsupervised Clustering | ✓ Link | 7.39±0.61 | Semi-MMDC | 2020-12-01 |
| SST: Self-training with Self-adaptive Thresholding for Semi-supervised Learning | | 9.59 | Super-SST (ViT-Small) | 2025-05-31 |
| FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence | ✓ Link | 11.39±3.35 | FixMatch (CTA) | 2020-01-21 |
| DoubleMatch: Improving Semi-Supervised Learning with Self-Supervision | ✓ Link | 13.59±5.60 | DoubleMatch | 2022-05-11 |
| Unsupervised Learning using Pretrained CNN and Associative Memory Bank | | 16.90 | UL-Hopfield (ULH) | 2018-05-02 |
| ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring | ✓ Link | 19.10 | ReMixMatch | 2019-11-21 |