Methods › General › Semi-Supervised Learning Methods › FixMatch

FixMatch

85 papers tagged archive 2025-07-28

Introduced by Kihyuk Sohn et al. in FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Papers archive 2025-07-28

30 shown of 85, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

• AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning
  6 May 2025 · 1 repository · arXiv:2505.03509
• Towards Micro-Action Recognition with Limited Annotations: An Asynchronous Pseudo Labeling and Training Approach
  10 Apr 2025 · 0 repositories · arXiv:2504.07785
• Feature Modulation for Semi-Supervised Domain Generalization without Domain Labels
  26 Mar 2025 · 0 repositories · arXiv:2503.20897
• Uncertainty-aware Long-tailed Weights Model the Utility of Pseudo-labels for Semi-supervised Learning
  13 Mar 2025 · 0 repositories · arXiv:2503.09974
• Semi-Supervised Learning for Dose Prediction in Targeted Radionuclide: A Synthetic Data Study
  7 Mar 2025 · 0 repositories · arXiv:2503.05367
• Enhancing Deep Learning Model Robustness through Metamorphic Re-Training
  2 Dec 2024 · 0 repositories · arXiv:2412.01958
• RankUp: Boosting Semi-Supervised Regression with an Auxiliary Ranking Classifier
  29 Oct 2024 · 1 repository · arXiv:2410.22124
  Syntology ran 4 of 9 samples · 5 unverified
• SemSim: Revisiting Weak-to-Strong Consistency from a Semantic Similarity Perspective for Semi-supervised Medical Image Segmentation
  17 Oct 2024 · 0 repositories · arXiv:2410.13486
• Towards Understanding Why FixMatch Generalizes Better Than Supervised Learning
  15 Oct 2024 · 0 repositories · arXiv:2410.11206
• Unsupervised Domain Adaption Harnessing Vision-Language Pre-training
  5 Aug 2024 · 1 repository · arXiv:2408.02192
  Syntology ran 6 of 13 samples · 7 unverified
• Smooth Pseudo-Labeling
  23 May 2024 · 0 repositories · arXiv:2405.14313
• SemiCD-VL: Visual-Language Model Guidance Makes Better Semi-supervised Change Detector
  8 May 2024 · 2 repositories · arXiv:2405.04788
• Unsupervised Domain Adaption Harnessing Vision-Language Pre-training
  19 Apr 2024 · 1 repository
• A Channel-ensemble Approach: Unbiased and Low-variance Pseudo-labels is Critical for Semi-supervised Classification
  27 Mar 2024 · 0 repositories · arXiv:2403.18407
• Semi-supervised Medical Image Segmentation Method Based on Cross-pseudo Labeling Leveraging Strong and Weak Data Augmentation Strategies
  17 Feb 2024 · 1 repository · arXiv:2402.11273
• Semi-Supervised Semantic Segmentation using Redesigned Self-Training for White Blood Cells
  14 Jan 2024 · 0 repositories · arXiv:2401.07278
• Uncertainty-aware Sampling for Long-tailed Semi-supervised Learning
  9 Jan 2024 · 1 repository · arXiv:2401.04435
• Debiased Learning for Remote Sensing Data
  24 Dec 2023 · 0 repositories · arXiv:2312.15393
• Semi-supervised Semantic Segmentation Meets Masked Modeling:Fine-grained Locality Learning Matters in Consistency Regularization
  14 Dec 2023 · 0 repositories · arXiv:2312.08631
• Generating Unbiased Pseudo-labels via a Theoretically Guaranteed Chebyshev Constraint to Unify Semi-supervised Classification and Regression
  3 Nov 2023 · 1 repository · arXiv:2311.01782
• SemiGPC: Distribution-Aware Label Refinement for Imbalanced Semi-Supervised Learning Using Gaussian Processes
  3 Nov 2023 · 0 repositories · arXiv:2311.01646
• On Training Implicit Meta-Learning With Applications to Inductive Weighing in Consistency Regularization
  28 Oct 2023 · 0 repositories · arXiv:2310.18741
• KD-FixMatch: Knowledge Distillation Siamese Neural Networks
  11 Sep 2023 · 0 repositories · arXiv:2309.05826
• Enhancing Sample Utilization through Sample Adaptive Augmentation in Semi-Supervised Learning
  7 Sep 2023 · 1 repository · arXiv:2309.03598
  Syntology ran 4 of 5 samples · 1 unverified · 5 pointer-only (licence)
• Fast FixMatch: Faster Semi-Supervised Learning with Curriculum Batch Size
  7 Sep 2023 · 0 repositories · arXiv:2309.03469
• Boosting Semi-Supervised Learning by bridging high and low-confidence predictions
  15 Aug 2023 · 0 repositories · arXiv:2308.07509
• SegMatch: A semi-supervised learning method for surgical instrument segmentation
  9 Aug 2023 · 0 repositories · arXiv:2308.05232
• Exploring the Boundaries of Semi-Supervised Facial Expression Recognition using In-Distribution, Out-of-Distribution, and Unconstrained Data
  2 Jun 2023 · 1 repository · arXiv:2306.01229
• RelationMatch: Matching In-batch Relationships for Semi-supervised Learning
  17 May 2023 · 1 repository · arXiv:2305.10397
  Syntology ran 1 of 1 samples · 0 unverified
• Distilling from Similar Tasks for Transfer Learning on a Budget
  24 Apr 2023 · 1 repository · arXiv:2304.12314

Tasks archive 2025-07-28

20 shown of 85 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Usage over time archive 2025-07-28

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections