| Dual Student: Breaking the Limits of the Teacher in Semi-supervised Learning | Sep 3, 2019 | Semi-Supervised Image ClassificationUnsupervised Domain Adaptation | CodeCode Available | 0 | 5 |
| EnAET: A Self-Trained framework for Semi-Supervised and Supervised Learning with Ensemble Transformations | Nov 21, 2019 | Image ClassificationSemi-Supervised Image Classification | CodeCode Available | 0 | 5 |
| Deep Sparse Representation-based Classification | Apr 24, 2019 | ClassificationDecoder | CodeCode Available | 0 | 5 |
| Global-Local Regularization Via Distributional Robustness | Mar 1, 2022 | Adversarial RobustnessDomain Adaptation | CodeCode Available | 0 | 5 |
| Good Semi-supervised Learning that Requires a Bad GAN | May 27, 2017 | General ClassificationSemi-Supervised Image Classification | CodeCode Available | 0 | 5 |
| SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations | Oct 3, 2024 | Contrastive LearningImage Classification | CodeCode Available | 0 | 5 |
| Semi-Supervised Deep Learning with Memory | Sep 1, 2018 | Deep LearningGeneral Classification | CodeCode Available | 0 | 5 |
| Temporal Ensembling for Semi-Supervised Learning | Oct 7, 2016 | General ClassificationSemi-Supervised Image Classification | CodeCode Available | 0 | 5 |
| Semi-Supervised Learning by Augmented Distribution Alignment | May 20, 2019 | Domain AdaptationSemi-Supervised Image Classification | CodeCode Available | 0 | 5 |
| Interpolation Consistency Training for Semi-Supervised Learning | Mar 9, 2019 | General ClassificationSemi-Supervised Image Classification | CodeCode Available | 0 | 5 |
| Semi-supervised learning of images with strong rotational disorder: assembling nanoparticle libraries | May 24, 2021 | Image ClassificationRepresentation Learning | CodeCode Available | 0 | 5 |
| There Are Many Consistent Explanations of Unlabeled Data: Why You Should Average | Jun 14, 2018 | Domain AdaptationSemi-Supervised Image Classification | CodeCode Available | 0 | 5 |
| With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations | Apr 29, 2021 | Contrastive LearningFine-Grained Image Classification | CodeCode Available | 0 | 5 |
| An analysis of over-sampling labeled data in semi-supervised learning with FixMatch | Jan 3, 2022 | image-classificationImage Classification | CodeCode Available | 0 | 5 |
| A Method of Moments Embedding Constraint and its Application to Semi-Supervised Learning | Apr 27, 2024 | image-classificationImage Classification | CodeCode Available | 0 | 5 |
| Matching the Clinical Reality: Accurate OCT-Based Diagnosis From Few Labels | Oct 23, 2020 | DiagnosticMedical Image Analysis | CodeCode Available | 0 | 5 |
| Transfer of Pretrained Model Weights Substantially Improves Semi-Supervised Image Classification | Sep 2, 2021 | image-classificationImage Classification | CodeCode Available | 0 | 5 |
| Semi-Supervised Learning with Normalizing Flows | Dec 30, 2019 | image-classificationImage Classification | CodeCode Available | 0 | 5 |
| Exploring Self-Supervised Regularization for Supervised and Semi-Supervised Learning | Jun 25, 2019 | image-classificationImage Classification | CodeCode Available | 0 | 5 |
| Milking CowMask for Semi-Supervised Image Classification | Mar 26, 2020 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Triangle Generative Adversarial Networks | Sep 19, 2017 | AttributeGenerative Adversarial Network | CodeCode Available | 0 | 5 |
| Triple Generative Adversarial Networks | Dec 20, 2019 | ClassificationConditional Image Generation | CodeCode Available | 0 | 5 |
| Two Methods for Domain Adaptation of Bilingual Tasks: Delightfully Simple and Broadly Applicable | Jul 1, 2018 | Bilingual Lexicon InductionClassification | CodeCode Available | 0 | 5 |
| 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 | 5 |
| One Shot Model For The Prediction of COVID-19 and Lesions Segmentation In Chest CT Scans Through The Affinity Among Lesion Mask Features | Jan 4, 2021 | COVID-19 DiagnosisInstance Segmentation | CodeCode Available | 0 | 5 |
| 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 | 5 |
| RDA: Reciprocal Distribution Alignment for Robust Semi-supervised Learning | Aug 9, 2022 | Semi-Supervised Image Classification | CodeCode Available | 0 | 5 |
| RealMix: Towards Realistic Semi-Supervised Deep Learning Algorithms | Dec 18, 2019 | Deep LearningSemi-Supervised Image Classification | CodeCode Available | 0 | 5 |
| RelationMatch: Matching In-batch Relationships for Semi-supervised Learning | May 17, 2023 | Semi-Supervised Image Classification | CodeCode Available | 0 | 5 |
| Repetitive Reprediction Deep Decipher for Semi-Supervised Learning | Aug 9, 2019 | Semi-Supervised Image Classification | CodeCode Available | 0 | 5 |
| Simple Semi-supervised Knowledge Distillation from Vision-Language Models via Dual-Head Optimization | May 12, 2025 | Few-Shot Image ClassificationKnowledge Distillation | CodeCode Available | 0 | 5 |
| Pseudo-Labeling Curriculum for Unsupervised Domain Adaptation | Aug 1, 2019 | ClusteringDomain Adaptation | —Unverified | 0 | 0 |
| Pseudo-label Learning with Calibrated Confidence Using an Energy-based Model | Apr 15, 2024 | image-classificationImage Classification | —Unverified | 0 | 0 |
| LiDAM: Semi-Supervised Learning with Localized Domain Adaptation and Iterative Matching | Oct 13, 2020 | Domain AdaptationSemi-Supervised Image Classification | —Unverified | 0 | 0 |
| Semi-supervised Sequence-to-sequence ASR using Unpaired Speech and Text | Apr 30, 2019 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 | 0 |
| Self-Supervised Wasserstein Pseudo-Labeling for Semi-Supervised Image Classification | Jun 19, 2021 | Classificationimage-classification | —Unverified | 0 | 0 |
| Regularization With Stochastic Transformations and Perturbations for Deep Semi-Supervised Learning | Jun 14, 2016 | Data AugmentationSemi-Supervised Image Classification | —Unverified | 0 | 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 | 0 |
| Unsupervised High-level Feature Learning by Ensemble Projection for Semi-supervised Image Classification and Image Clustering | Feb 2, 2016 | ClassificationClustering | —Unverified | 0 | 0 |
| Beyond ADMM: A Unified Client-variance-reduced Adaptive Federated Learning Framework | Dec 3, 2022 | Federated Learningimage-classification | —Unverified | 0 | 0 |
| Diffusion-Based Representation Learning | May 29, 2021 | Denoisingimage-classification | —Unverified | 0 | 0 |
| Manifold Graph with Learned Prototypes for Semi-Supervised Image Classification | Jun 12, 2019 | ClassificationGeneral Classification | —Unverified | 0 | 0 |
| Applications and Effect Evaluation of Generative Adversarial Networks in Semi-Supervised Learning | May 26, 2025 | Classificationimage-classification | —Unverified | 0 | 0 |
| Adversarial Transformations for Semi-Supervised Learning | Nov 13, 2019 | General Classificationimage-classification | —Unverified | 0 | 0 |
| Towards Discovering the Effectiveness of Moderately Confident Samples for Semi-Supervised Learning | Jan 1, 2022 | Model OptimizationSemi-Supervised Image Classification | —Unverified | 0 | 0 |
| Graph Convolutional Networks based on Manifold Learning for Semi-Supervised Image Classification | Apr 24, 2023 | Classificationimage-classification | —Unverified | 0 | 0 |
| Self Adaptive Threshold Pseudo-labeling and Unreliable Sample Contrastive Loss for Semi-supervised Image Classification | Jul 4, 2024 | image-classificationImage Classification | —Unverified | 0 | 0 |
| How To Overcome Confirmation Bias in Semi-Supervised Image Classification By Active Learning | Aug 16, 2023 | Active Learningimage-classification | —Unverified | 0 | 0 |
| SelfMatch: Combining Contrastive Self-Supervision and Consistency for Semi-Supervised Learning | Jan 16, 2021 | Contrastive LearningSelf-Supervised Learning | —Unverified | 0 | 0 |
| Color-S^4L: Self-supervised Semi-supervised Learning with Image Colorization | Jan 8, 2024 | Colorizationimage-classification | —Unverified | 0 | 0 |
