| OBoW: Online Bag-of-Visual-Words Generation for Self-Supervised Learning | Dec 21, 2020 | object-detectionObject Detection | CodeCode Available | 1 |
| [Re] Reimplementation of FixMatch and Investigation on Noisy (Pseudo) Labels and Confirmation Errors of FixMatch | Dec 6, 2020 | Semi-Supervised Image Classification | CodeCode Available | 1 |
| CoMatch: Semi-supervised Learning with Contrastive Graph Regularization | Nov 23, 2020 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| KeepAugment: A Simple Information-Preserving Data Augmentation Approach | Nov 23, 2020 | Data AugmentationGeneral Classification | CodeCode Available | 1 |
| Boosting Contrastive Self-Supervised Learning with False Negative Cancellation | Nov 23, 2020 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| SHOT-VAE: Semi-supervised Deep Generative Models With Label-aware ELBO Approximations | Nov 21, 2020 | 4kSemi-Supervised Image Classification | CodeCode Available | 1 |
| Implicit Rank-Minimizing Autoencoder | Oct 1, 2020 | DecoderImage Generation | CodeCode Available | 1 |
| Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination | Aug 9, 2020 | Contrastive LearningSemi-Supervised Image Classification | CodeCode Available | 1 |
| FeatMatch: Feature-Based Augmentation for Semi-Supervised Learning | Jul 16, 2020 | ClusteringData Augmentation | CodeCode Available | 1 |
| Temporal Self-Ensembling Teacher for Semi-Supervised Object Detection | Jul 13, 2020 | image-classificationImage Classification | CodeCode Available | 1 |
| Building One-Shot Semi-supervised (BOSS) Learning up to Fully Supervised Performance | Jun 16, 2020 | Semi-Supervised Image Classification | CodeCode Available | 1 |
| Bootstrap your own latent: A new approach to self-supervised Learning | Jun 13, 2020 | Image ClassificationLinear evaluation | CodeCode Available | 1 |
| A Self-ensembling Framework for Semi-supervised Knee Cartilage Defects Assessment with Dual-Consistency | May 19, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Prototypical Contrastive Learning of Unsupervised Representations | May 11, 2020 | ClusteringContrastive Learning | CodeCode Available | 1 |
| DMT: Dynamic Mutual Training for Semi-Supervised Learning | Apr 18, 2020 | image-classificationImage Classification | CodeCode Available | 1 |
| Meta Pseudo Labels | Mar 23, 2020 | Image ClassificationMeta-Learning | CodeCode Available | 1 |
| Subspace Capsule Network | Feb 7, 2020 | General ClassificationGenerative Adversarial Network | CodeCode Available | 1 |
| batchboost: regularization for stabilizing training with resistance to underfitting & overfitting | Jan 21, 2020 | Image ClassificationSemi-Supervised Image Classification | CodeCode Available | 1 |
| Self-Supervised Learning of Pretext-Invariant Representations | Dec 4, 2019 | Contrastive Learningobject-detection | CodeCode Available | 1 |
| Flow Contrastive Estimation of Energy-Based Models | Dec 2, 2019 | Image GenerationSemi-Supervised Image Classification | CodeCode Available | 1 |
| ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring | Nov 21, 2019 | Image ClassificationSemi-Supervised Image Classification | CodeCode Available | 1 |
| Large Scale Adversarial Representation Learning | Jul 4, 2019 | Contrastive LearningImage Generation | CodeCode Available | 1 |
| MixMatch: A Holistic Approach to Semi-Supervised Learning | May 6, 2019 | Image ClassificationSemi-Supervised Image Classification | CodeCode Available | 1 |
| Unsupervised Data Augmentation for Consistency Training | Apr 29, 2019 | Data AugmentationImage Augmentation | CodeCode Available | 1 |
| Representation Learning with Contrastive Predictive Coding | Jul 10, 2018 | Reinforcement LearningRepresentation Learning | CodeCode Available | 1 |
| Unsupervised Feature Learning via Non-Parametric Instance Discrimination | Jun 1, 2018 | General Classificationobject-detection | CodeCode Available | 1 |
| mixup: Beyond Empirical Risk Minimization | Oct 25, 2017 | Domain GeneralizationImage Classification | CodeCode Available | 1 |
| Improved Regularization of Convolutional Neural Networks with Cutout | Aug 15, 2017 | Data AugmentationDomain Generalization | CodeCode Available | 1 |
| Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning | Apr 13, 2017 | Semi-Supervised Image Classification | CodeCode Available | 1 |
| Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results | Mar 6, 2017 | Semi-Supervised Image ClassificationSemi-Supervised RGBD Semantic Segmentation | CodeCode Available | 1 |
| Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks | Nov 19, 2016 | Image ClassificationSemi-Supervised Image Classification | CodeCode Available | 1 |
| Improved Techniques for Training GANs | Jun 10, 2016 | Conditional Image GenerationImage Generation | CodeCode Available | 1 |
| Semi-Supervised Learning with Ladder Networks | Jul 9, 2015 | General ClassificationSemi-Supervised Image Classification | CodeCode Available | 1 |
| ViTSGMM: A Robust Semi-Supervised Image Recognition Network Using Sparse Labels | Jun 4, 2025 | Semi-Supervised Image Classification | CodeCode Available | 0 |
| Applications and Effect Evaluation of Generative Adversarial Networks in Semi-Supervised Learning | May 26, 2025 | Classificationimage-classification | —Unverified | 0 |
| Simple Semi-supervised Knowledge Distillation from Vision-Language Models via Dual-Head Optimization | May 12, 2025 | Few-Shot Image ClassificationKnowledge Distillation | CodeCode Available | 0 |
| Weakly Semi-supervised Whole Slide Image Classification by Two-level Cross Consistency Supervision | Apr 16, 2025 | Classificationimage-classification | —Unverified | 0 |
| Diff-SySC: An Approach Using Diffusion Models for Semi-Supervised Image Classification | Feb 25, 2025 | image-classificationImage Classification | —Unverified | 0 |
| SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations | Oct 3, 2024 | Contrastive LearningImage Classification | CodeCode Available | 0 |
| Self Adaptive Threshold Pseudo-labeling and Unreliable Sample Contrastive Loss for Semi-supervised Image Classification | Jul 4, 2024 | image-classificationImage Classification | —Unverified | 0 |
| A Method of Moments Embedding Constraint and its Application to Semi-Supervised Learning | Apr 27, 2024 | image-classificationImage Classification | CodeCode Available | 0 |
| Pseudo-label Learning with Calibrated Confidence Using an Energy-based Model | Apr 15, 2024 | image-classificationImage Classification | —Unverified | 0 |
| Color-S^4L: Self-supervised Semi-supervised Learning with Image Colorization | Jan 8, 2024 | Colorizationimage-classification | —Unverified | 0 |
| Debiasing, calibrating, and improving Semi-supervised Learning performance via simple Ensemble Projector | Oct 24, 2023 | Contrastive LearningSemi-Supervised Image Classification | CodeCode Available | 0 |
| SequenceMatch: Revisiting the design of weak-strong augmentations for Semi-supervised learning | Oct 24, 2023 | Semi-Supervised Image ClassificationSemi-Supervised Image Classification on ImageNet - 10% labeled data | CodeCode Available | 0 |
| How To Overcome Confirmation Bias in Semi-Supervised Image Classification By Active Learning | Aug 16, 2023 | Active Learningimage-classification | —Unverified | 0 |
| Scaling Up Semi-supervised Learning with Unconstrained Unlabelled Data | Jun 2, 2023 | Image ClassificationNetwork Pruning | CodeCode Available | 0 |
| RelationMatch: Matching In-batch Relationships for Semi-supervised Learning | May 17, 2023 | Semi-Supervised Image Classification | CodeCode Available | 0 |
| Graph Convolutional Networks based on Manifold Learning for Semi-Supervised Image Classification | Apr 24, 2023 | Classificationimage-classification | —Unverified | 0 |
| Semi-MAE: Masked Autoencoders for Semi-supervised Vision Transformers | Jan 4, 2023 | Decoderimage-classification | —Unverified | 0 |
