| ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring | Nov 21, 2019 | Image ClassificationSemi-Supervised Image Classification | CodeCode Available | 1 |
| Representation Learning with Contrastive Predictive Coding | Jul 10, 2018 | Reinforcement LearningRepresentation Learning | 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 |
| Roll With the Punches: Expansion and Shrinkage of Soft Label Selection for Semi-supervised Fine-Grained Learning | Dec 19, 2023 | Fine-Grained Image ClassificationSemi-Supervised Image Classification | CodeCode Available | 1 |
| Self-Supervised Learning by Estimating Twin Class Distributions | Oct 14, 2021 | Fine-Grained Image ClassificationImage Classification | CodeCode Available | 1 |
| Self-Supervised Learning of Pretext-Invariant Representations | Dec 4, 2019 | Contrastive Learningobject-detection | CodeCode Available | 1 |
| Probabilistic Contrastive Learning for Domain Adaptation | Nov 11, 2021 | Contrastive LearningDomain Adaptation | CodeCode Available | 1 |
| SemiReward: A General Reward Model for Semi-supervised Learning | Oct 4, 2023 | Few-Shot Image ClassificationImage Classification | CodeCode Available | 1 |
| Semi-Supervised Hyperspectral Image Classification Using a Probabilistic Pseudo-Label Generation Framework | Aug 5, 2022 | Hyperspectral Image Classificationimage-classification | CodeCode Available | 1 |
| Semi-supervised Image Classification with Grad-CAM Consistency | Aug 31, 2021 | Classificationimage-classification | CodeCode Available | 1 |
| Semi-Supervised Learning of Visual Features by Non-Parametrically Predicting View Assignments with Support Samples | Apr 28, 2021 | Image ClassificationPseudo Label | CodeCode Available | 1 |
| Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks | Nov 19, 2016 | Image ClassificationSemi-Supervised Image Classification | CodeCode Available | 1 |
| Semi-Supervised Learning with Ladder Networks | Jul 9, 2015 | General ClassificationSemi-Supervised Image Classification | CodeCode Available | 1 |
| Semi-Supervised Learning with Multi-Head Co-Training | Jul 10, 2021 | Data AugmentationDiversity | CodeCode Available | 1 |
| DMT: Dynamic Mutual Training for Semi-Supervised Learning | Apr 18, 2020 | image-classificationImage Classification | CodeCode Available | 1 |
| Semi-Supervised Single-View 3D Reconstruction via Prototype Shape Priors | Sep 30, 2022 | 3D Reconstructionimage-classification | CodeCode Available | 1 |
| Semi-Supervised Vision Transformers | Nov 22, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Semi-supervised Vision Transformers at Scale | Aug 11, 2022 | Inductive BiasSemi-Supervised Image Classification | 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 |
| Shrinking Class Space for Enhanced Certainty in Semi-Supervised Learning | Aug 13, 2023 | Semi-Supervised Image Classification | CodeCode Available | 1 |
| SimMatchV2: Semi-Supervised Learning with Graph Consistency | Aug 13, 2023 | image-classificationImage Classification | CodeCode Available | 1 |
| SimPLE: Similar Pseudo Label Exploitation for Semi-Supervised Classification | Mar 30, 2021 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Subspace Capsule Network | Feb 7, 2020 | General ClassificationGenerative Adversarial Network | CodeCode Available | 1 |
| SVFormer: Semi-supervised Video Transformer for Action Recognition | Nov 23, 2022 | Action Recognitionimage-classification | CodeCode Available | 1 |
| Temporal Self-Ensembling Teacher for Semi-Supervised Object Detection | Jul 13, 2020 | image-classificationImage Classification | CodeCode Available | 1 |
| Towards Semi-supervised Learning with Non-random Missing Labels | Aug 17, 2023 | Semi-Supervised Image Classification | CodeCode Available | 1 |
| Unsupervised Data Augmentation for Consistency Training | Apr 29, 2019 | Data AugmentationImage Augmentation | CodeCode Available | 1 |
| Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination | Aug 9, 2020 | Contrastive LearningSemi-Supervised Image Classification | CodeCode Available | 1 |
| Unsupervised Feature Learning via Non-Parametric Instance Discrimination | Jun 1, 2018 | General Classificationobject-detection | CodeCode Available | 1 |
| VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning | May 11, 2021 | Representation LearningSelf-Supervised Image Classification | 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 |
| VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution | Apr 4, 2023 | DisentanglementDomain Generalization | CodeCode Available | 1 |
| Weakly Supervised Contrastive Learning | Oct 10, 2021 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| Self-Supervised Wasserstein Pseudo-Labeling for Semi-Supervised Image Classification | Jun 19, 2021 | Classificationimage-classification | —Unverified | 0 |
| Energy Models for Better Pseudo-Labels: Improving Semi-Supervised Classification with the 1-Laplacian Graph Energy | Jun 20, 2019 | BenchmarkingMulti-class Classification | —Unverified | 0 |
| Beyond ADMM: A Unified Client-variance-reduced Adaptive Federated Learning Framework | Dec 3, 2022 | Federated Learningimage-classification | —Unverified | 0 |
| Self Adaptive Threshold Pseudo-labeling and Unreliable Sample Contrastive Loss for Semi-supervised Image Classification | Jul 4, 2024 | image-classificationImage Classification | —Unverified | 0 |
| Applications and Effect Evaluation of Generative Adversarial Networks in Semi-Supervised Learning | May 26, 2025 | Classificationimage-classification | —Unverified | 0 |
| OpenMixup: Open Mixup Toolbox and Benchmark for Visual Representation Learning | Sep 11, 2022 | BenchmarkingClassification | —Unverified | 0 |
| SelfMatch: Combining Contrastive Self-Supervision and Consistency for Semi-Supervised Learning | Jan 16, 2021 | Contrastive LearningSelf-Supervised Learning | —Unverified | 0 |
| Graph Convolutional Networks based on Manifold Learning for Semi-Supervised Image Classification | Apr 24, 2023 | Classificationimage-classification | —Unverified | 0 |
| How To Overcome Confirmation Bias in Semi-Supervised Image Classification By Active Learning | Aug 16, 2023 | Active Learningimage-classification | —Unverified | 0 |
| Semi-MAE: Masked Autoencoders for Semi-supervised Vision Transformers | Jan 4, 2023 | Decoderimage-classification | —Unverified | 0 |
| Color-S^4L: Self-supervised Semi-supervised Learning with Image Colorization | Jan 8, 2024 | Colorizationimage-classification | —Unverified | 0 |
| Self Meta Pseudo Labels: Meta Pseudo Labels Without The Teacher | Dec 27, 2022 | Semi-Supervised Image Classification | —Unverified | 0 |
| Comment on "Ensemble Projection for Semi-supervised Image Classification" | Aug 29, 2014 | ClassificationGeneral Classification | —Unverified | 0 |
| Improving Face Recognition by Clustering Unlabeled Faces in the Wild | Jul 14, 2020 | ClusteringFace Clustering | —Unverified | 0 |
| Vanishing Twin GAN: How training a weak Generative Adversarial Network can improve semi-supervised image classification | Mar 3, 2021 | ClassificationGeneral Classification | —Unverified | 0 |
| Consistency Regularization with Generative Adversarial Networks for Semi-Supervised Learning | Jul 8, 2020 | image-classificationImage Classification | —Unverified | 0 |
| Contrastive Regularization for Semi-Supervised Learning | Jan 17, 2022 | Semi-Supervised Image Classification | —Unverified | 0 |
