| 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 |
| InfoMatch: Entropy Neural Estimation for Semi-Supervised Image Classification | Apr 17, 2024 | Contrastive Learningimage-classification | CodeCode Available | 1 |
| 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 |
| 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 |
| Meta Co-Training: Two Views are Better than One | Nov 29, 2023 | Fine-Grained Image Classificationimage-classification | CodeCode Available | 1 |
| 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 |
| Debiasing, calibrating, and improving Semi-supervised Learning performance via simple Ensemble Projector | Oct 24, 2023 | Contrastive LearningSemi-Supervised Image Classification | CodeCode Available | 0 |
| SemiReward: A General Reward Model for Semi-supervised Learning | Oct 4, 2023 | Few-Shot 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 |
| How To Overcome Confirmation Bias in Semi-Supervised Image Classification By Active Learning | Aug 16, 2023 | Active Learningimage-classification | —Unverified | 0 |
| SimMatchV2: Semi-Supervised Learning with Graph Consistency | Aug 13, 2023 | image-classificationImage Classification | CodeCode Available | 1 |
| Shrinking Class Space for Enhanced Certainty in Semi-Supervised Learning | Aug 13, 2023 | Semi-Supervised Image Classification | CodeCode Available | 1 |
| NP-SemiSeg: When Neural Processes meet Semi-Supervised Semantic Segmentation | Aug 5, 2023 | image-classificationImage Classification | CodeCode Available | 1 |
| 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 |
| VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution | Apr 4, 2023 | DisentanglementDomain Generalization | CodeCode Available | 1 |
| NP-Match: Towards a New Probabilistic Model for Semi-Supervised Learning | Jan 31, 2023 | Classificationimage-classification | CodeCode Available | 1 |
| Learning Customized Visual Models with Retrieval-Augmented Knowledge | Jan 17, 2023 | Contrastive LearningRetrieval | CodeCode Available | 1 |
| Semi-MAE: Masked Autoencoders for Semi-supervised Vision Transformers | Jan 4, 2023 | Decoderimage-classification | —Unverified | 0 |
| Self Meta Pseudo Labels: Meta Pseudo Labels Without The Teacher | Dec 27, 2022 | Semi-Supervised Image Classification | —Unverified | 0 |
| Beyond ADMM: A Unified Client-variance-reduced Adaptive Federated Learning Framework | Dec 3, 2022 | Federated Learningimage-classification | —Unverified | 0 |
| SVFormer: Semi-supervised Video Transformer for Action Recognition | Nov 23, 2022 | Action Recognitionimage-classification | CodeCode Available | 1 |
| Semi-Supervised Single-View 3D Reconstruction via Prototype Shape Priors | Sep 30, 2022 | 3D Reconstructionimage-classification | CodeCode Available | 1 |
| OpenMixup: Open Mixup Toolbox and Benchmark for Visual Representation Learning | Sep 11, 2022 | BenchmarkingClassification | CodeCode Available | 0 |
| USB: A Unified Semi-supervised Learning Benchmark for Classification | Aug 12, 2022 | General ClassificationGPU | CodeCode Available | 3 |
| Semi-supervised Vision Transformers at Scale | Aug 11, 2022 | Inductive BiasSemi-Supervised Image Classification | CodeCode Available | 1 |
| RDA: Reciprocal Distribution Alignment for Robust Semi-supervised Learning | Aug 9, 2022 | Semi-Supervised Image Classification | CodeCode Available | 0 |
| Semi-Supervised Hyperspectral Image Classification Using a Probabilistic Pseudo-Label Generation Framework | Aug 5, 2022 | Hyperspectral Image Classificationimage-classification | CodeCode Available | 1 |
| NP-Match: When Neural Processes meet Semi-Supervised Learning | Jul 3, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| FreeMatch: Self-adaptive Thresholding for Semi-supervised Learning | May 15, 2022 | FairnessSemi-Supervised Image Classification | CodeCode Available | 3 |
| DoubleMatch: Improving Semi-Supervised Learning with Self-Supervision | May 11, 2022 | Semi-Supervised Image Classification | CodeCode Available | 0 |
| Masked Siamese Networks for Label-Efficient Learning | Apr 14, 2022 | image-classificationImage Classification | CodeCode Available | 2 |
| MutexMatch: Semi-Supervised Learning with Mutex-Based Consistency Regularization | Mar 27, 2022 | Semi-Supervised Image Classification | CodeCode Available | 1 |
| SimMatch: Semi-supervised Learning with Similarity Matching | Mar 14, 2022 | Semantic SimilaritySemantic Textual Similarity | CodeCode Available | 0 |
| Class-Aware Contrastive Semi-Supervised Learning | Mar 4, 2022 | Image ClassificationPseudo Label | CodeCode Available | 1 |
| Global-Local Regularization Via Distributional Robustness | Mar 1, 2022 | Adversarial RobustnessDomain Adaptation | CodeCode Available | 0 |
| Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision | Feb 16, 2022 | Action ClassificationAction Recognition | CodeCode Available | 0 |
| Debiased Self-Training for Semi-Supervised Learning | Feb 15, 2022 | Object RecognitionScene Classification | CodeCode Available | 1 |
| Deep Reference Priors: What is the best way to pretrain a model? | Feb 1, 2022 | image-classificationSemi-Supervised Image Classification | CodeCode Available | 0 |
| Contrastive Regularization for Semi-Supervised Learning | Jan 17, 2022 | Semi-Supervised Image Classification | —Unverified | 0 |
| Pushing the limits of self-supervised ResNets: Can we outperform supervised learning without labels on ImageNet? | Jan 13, 2022 | image-classificationImage Classification | CodeCode Available | 0 |
