| Debiased Learning from Naturally Imbalanced Pseudo-Labels | Jan 5, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| An analysis of over-sampling labeled data in semi-supervised learning with FixMatch | Jan 3, 2022 | image-classificationImage Classification | CodeCode Available | 0 |
| Towards Discovering the Effectiveness of Moderately Confident Samples for Semi-Supervised Learning | Jan 1, 2022 | Model OptimizationSemi-Supervised Image Classification | —Unverified | 0 |
| OpenMatch: Open-Set Semi-supervised Learning with Open-set Consistency Regularization | Dec 1, 2021 | Novelty DetectionOutlier Detection | CodeCode Available | 1 |
| Semi-Supervised Vision Transformers | Nov 22, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| iBOT: Image BERT Pre-Training with Online Tokenizer | Nov 15, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Probabilistic Contrastive Learning for Domain Adaptation | Nov 11, 2021 | Contrastive LearningDomain Adaptation | CodeCode Available | 1 |
| DP-SSL: Towards Robust Semi-supervised Learning with A Few Labeled Samples | Oct 26, 2021 | Multiple-choiceSemi-Supervised Image Classification | —Unverified | 0 |
| FlexMatch: Boosting Semi-Supervised Learning with Curriculum Pseudo Labeling | Oct 15, 2021 | Semi-Supervised Image Classification | CodeCode Available | 2 |
| Self-Supervised Learning by Estimating Twin Class Distributions | Oct 14, 2021 | Fine-Grained Image ClassificationImage Classification | CodeCode Available | 1 |
| Weakly Supervised Contrastive Learning | Oct 10, 2021 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| Transfer of Pretrained Model Weights Substantially Improves Semi-Supervised Image Classification | Sep 2, 2021 | image-classificationImage Classification | CodeCode Available | 0 |
| Dash: Semi-Supervised Learning with Dynamic Thresholding | Sep 1, 2021 | Semi-Supervised Image Classification | —Unverified | 0 |
| Semi-supervised Image Classification with Grad-CAM Consistency | Aug 31, 2021 | Classificationimage-classification | CodeCode Available | 1 |
| A New Semi-supervised Learning Benchmark for Classifying View and Diagnosing Aortic Stenosis from Echocardiograms | Jul 30, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Semi-Supervised Learning with Multi-Head Co-Training | Jul 10, 2021 | Data AugmentationDiversity | CodeCode Available | 1 |
| Self-Supervised Wasserstein Pseudo-Labeling for Semi-Supervised Image Classification | Jun 19, 2021 | Classificationimage-classification | —Unverified | 0 |
| DASO: Distribution-Aware Semantics-Oriented Pseudo-label for Imbalanced Semi-Supervised Learning | Jun 10, 2021 | imbalanced classificationPseudo Label | CodeCode Available | 1 |
| LaplaceNet: A Hybrid Graph-Energy Neural Network for Deep Semi-Supervised Classification | Jun 8, 2021 | Semi-Supervised Image Classification | CodeCode Available | 1 |
| Diffusion-Based Representation Learning | May 29, 2021 | Denoisingimage-classification | —Unverified | 0 |
| Semi-supervised learning of images with strong rotational disorder: assembling nanoparticle libraries | May 24, 2021 | Image ClassificationRepresentation Learning | CodeCode Available | 0 |
| VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning | May 11, 2021 | Representation LearningSelf-Supervised Image Classification | CodeCode Available | 1 |
| 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 |
| Semi-Supervised Learning of Visual Features by Non-Parametrically Predicting View Assignments with Support Samples | Apr 28, 2021 | Image ClassificationPseudo Label | CodeCode Available | 1 |
| All Labels Are Not Created Equal: Enhancing Semi-supervision via Label Grouping and Co-training | Apr 12, 2021 | AllSemi-Supervised Image Classification | CodeCode Available | 1 |
| SimPLE: Similar Pseudo Label Exploitation for Semi-Supervised Classification | Mar 30, 2021 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation | Mar 29, 2021 | Domain AdaptationScene Segmentation | CodeCode Available | 1 |
| Barlow Twins: Self-Supervised Learning via Redundancy Reduction | Mar 4, 2021 | General ClassificationImage Classification | CodeCode Available | 1 |
| Vanishing Twin GAN: How training a weak Generative Adversarial Network can improve semi-supervised image classification | Mar 3, 2021 | ClassificationGeneral Classification | —Unverified | 0 |
| Self-supervised Pretraining of Visual Features in the Wild | Mar 2, 2021 | Image ClassificationSelf-Supervised Image Classification | CodeCode Available | 0 |
| Learning Transferable Visual Models From Natural Language Supervision | Feb 26, 2021 | Action RecognitionBenchmarking | CodeCode Available | 2 |
| Multi-class Generative Adversarial Nets for Semi-supervised Image Classification | Feb 13, 2021 | ClassificationDomain Adaptation | —Unverified | 0 |
| Exponential Moving Average Normalization for Self-supervised and Semi-supervised Learning | Jan 21, 2021 | Self-Supervised LearningSemi-Supervised Image Classification | CodeCode Available | 1 |
| SelfMatch: Combining Contrastive Self-Supervision and Consistency for Semi-Supervised Learning | Jan 16, 2021 | Contrastive LearningSelf-Supervised Learning | —Unverified | 0 |
| In Defense of Pseudo-Labeling: An Uncertainty-Aware Pseudo-label Selection Framework for Semi-Supervised Learning | Jan 15, 2021 | Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION | CodeCode Available | 1 |
| 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 |
| EC-GAN: Low-Sample Classification using Semi-Supervised Algorithms and GANs | Dec 26, 2020 | ClassificationData Augmentation | CodeCode Available | 1 |
| 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 |
| Boosting the Performance of Semi-Supervised Learning with Unsupervised Clustering | Dec 1, 2020 | ClusteringSemi-Supervised Image Classification | CodeCode Available | 0 |
| Boosting Contrastive Self-Supervised Learning with False Negative Cancellation | 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 |
| CoMatch: Semi-supervised Learning with Contrastive Graph Regularization | 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 |
| Matching the Clinical Reality: Accurate OCT-Based Diagnosis From Few Labels | Oct 23, 2020 | DiagnosticMedical Image Analysis | CodeCode Available | 0 |
| LiDAM: Semi-Supervised Learning with Localized Domain Adaptation and Iterative Matching | Oct 13, 2020 | Domain AdaptationSemi-Supervised Image Classification | —Unverified | 0 |
| Implicit Rank-Minimizing Autoencoder | Oct 1, 2020 | DecoderImage Generation | CodeCode Available | 1 |
| Online Semi-Supervised Learning in Contextual Bandits with Episodic Reward | Sep 17, 2020 | ClusteringDecision Making | CodeCode Available | 0 |
| Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination | Aug 9, 2020 | Contrastive LearningSemi-Supervised Image Classification | CodeCode Available | 1 |
| Multi-Task Curriculum Framework for Open-Set Semi-Supervised Learning | Jul 22, 2020 | Semi-Supervised Image Classification | —Unverified | 0 |
