| BYOL works even without batch statistics | Oct 20, 2020 | Linear evaluationSelf-Supervised Learning | CodeCode Available | 2 | 5 |
| SSLAM: Enhancing Self-Supervised Models with Audio Mixtures for Polyphonic Soundscapes | Jun 13, 2025 | Linear evaluationSelf-Supervised Learning | CodeCode Available | 2 | 5 |
| Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification | Aug 13, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 2 | 5 |
| Contrastive Learning of Musical Representations | Mar 17, 2021 | Contrastive LearningLinear evaluation | CodeCode Available | 1 | 5 |
| Training GANs with Stronger Augmentations via Contrastive Discriminator | Mar 17, 2021 | Contrastive LearningData Augmentation | CodeCode Available | 1 | 5 |
| Self-supervised representation learning from 12-lead ECG data | Mar 23, 2021 | ECG ClassificationElectrocardiography (ECG) | CodeCode Available | 1 | 5 |
| Self-Supervised Learning with Swin Transformers | May 10, 2021 | Linear evaluationobject-detection | CodeCode Available | 1 | 5 |
| Self-Adaptive Training: Bridging Supervised and Self-Supervised Learning | Jan 21, 2021 | Linear evaluationRepresentation Learning | CodeCode Available | 1 | 5 |
| Bootstrap your own latent: A new approach to self-supervised Learning | Jun 13, 2020 | Image ClassificationLinear evaluation | CodeCode Available | 1 | 5 |
| Similarity Contrastive Estimation for Self-Supervised Soft Contrastive Learning | Nov 29, 2021 | Contrastive LearningLinear evaluation | CodeCode Available | 1 | 5 |
| Temporal Knowledge Consistency for Unsupervised Visual Representation Learning | Aug 24, 2021 | Linear evaluationRepresentation Learning | CodeCode Available | 1 | 5 |
| Towards Unsupervised Representation Learning: Learning, Evaluating and Transferring Visual Representations | Nov 30, 2023 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 1 | 5 |
| When Does Contrastive Learning Preserve Adversarial Robustness from Pretraining to Finetuning? | Nov 1, 2021 | Adversarial RobustnessContrastive Learning | CodeCode Available | 1 | 5 |
| Contrastive Learning with Synthetic Positives | Aug 30, 2024 | Contrastive LearningLinear evaluation | CodeCode Available | 1 | 5 |
| Matrix Information Theory for Self-Supervised Learning | May 27, 2023 | Contrastive LearningGSM8K | CodeCode Available | 1 | 5 |
| Emerging Properties in Self-Supervised Vision Transformers | Apr 29, 2021 | Copy DetectionImage Classification | CodeCode Available | 1 | 5 |
| Lesion-based Contrastive Learning for Diabetic Retinopathy Grading from Fundus Images | Jul 17, 2021 | Contrastive LearningData Augmentation | CodeCode Available | 1 | 5 |
| Revisiting the Critical Factors of Augmentation-Invariant Representation Learning | Jul 30, 2022 | Linear evaluationRepresentation Learning | CodeCode Available | 1 | 5 |
| Mean Shift for Self-Supervised Learning | May 15, 2021 | ClusteringLinear evaluation | CodeCode Available | 1 | 5 |
| Self-Supervised Learning with Kernel Dependence Maximization | Jun 15, 2021 | Depth EstimationLinear evaluation | CodeCode Available | 1 | 5 |
| Momentum^2 Teacher: Momentum Teacher with Momentum Statistics for Self-Supervised Learning | Jan 19, 2021 | GPULinear evaluation | CodeCode Available | 1 | 5 |
| Similarity Contrastive Estimation for Image and Video Soft Contrastive Self-Supervised Learning | Dec 21, 2022 | Contrastive LearningLinear evaluation | CodeCode Available | 1 | 5 |
| Pose-disentangled Contrastive Learning for Self-supervised Facial Representation | Nov 24, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 | 5 |
| Parameter Efficient Self-Supervised Geospatial Domain Adaptation | Jan 1, 2024 | Domain AdaptationLinear evaluation | CodeCode Available | 1 | 5 |
| CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients | May 27, 2020 | Contrastive LearningLinear evaluation | CodeCode Available | 1 | 5 |
| AdCo: Adversarial Contrast for Efficient Learning of Unsupervised Representations from Self-Trained Negative Adversaries | Nov 17, 2020 | Contrastive LearningLinear evaluation | CodeCode Available | 1 | 5 |
| Denoising Diffusion Autoencoders are Unified Self-supervised Learners | Mar 17, 2023 | Contrastive LearningDenoising | CodeCode Available | 1 | 5 |
| Unsupervised Contrastive Learning of Sound Event Representations | Nov 15, 2020 | Contrastive LearningLinear evaluation | CodeCode Available | 1 | 5 |
| Contrastive Multi-View Representation Learning on Graphs | Jun 10, 2020 | General ClassificationGraph Classification | CodeCode Available | 1 | 5 |
| Bridging Video-text Retrieval with Multiple Choice Questions | Jan 13, 2022 | Action RecognitionLinear evaluation | CodeCode Available | 1 | 5 |
| A Broad Study on the Transferability of Visual Representations with Contrastive Learning | Mar 24, 2021 | Contrastive LearningLinear evaluation | CodeCode Available | 1 | 5 |
| Revisiting Discriminative vs. Generative Classifiers: Theory and Implications | Feb 5, 2023 | Few-Shot LearningImage Classification | CodeCode Available | 1 | 5 |
| Compressive Visual Representations | Sep 27, 2021 | Contrastive LearningImage Classification | CodeCode Available | 1 | 5 |
| How Useful is Self-Supervised Pretraining for Visual Tasks? | Mar 31, 2020 | Linear evaluation | CodeCode Available | 1 | 5 |
| CompRess: Self-Supervised Learning by Compressing Representations | Oct 28, 2020 | Linear evaluationModel Compression | CodeCode Available | 1 | 5 |
| Layer Grafted Pre-training: Bridging Contrastive Learning And Masked Image Modeling For Label-Efficient Representations | Feb 27, 2023 | Contrastive LearningFew-Shot Learning | CodeCode Available | 1 | 5 |
| Exploring the Equivalence of Siamese Self-Supervised Learning via A Unified Gradient Framework | Dec 9, 2021 | Contrastive LearningLinear evaluation | CodeCode Available | 1 | 5 |
| Fast-MoCo: Boost Momentum-based Contrastive Learning with Combinatorial Patches | Jul 17, 2022 | Contrastive LearningLinear evaluation | CodeCode Available | 1 | 5 |
| Self-Damaging Contrastive Learning | Jun 6, 2021 | Contrastive LearningLinear evaluation | CodeCode Available | 1 | 5 |
| Temperature as Uncertainty in Contrastive Learning | Oct 8, 2021 | Contrastive LearningLinear evaluation | CodeCode Available | 1 | 5 |
| Bag of Instances Aggregation Boosts Self-supervised Distillation | Jul 4, 2021 | Contrastive LearningLinear evaluation | CodeCode Available | 1 | 5 |
| Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning | Dec 30, 2024 | Contrastive LearningLinear evaluation | CodeCode Available | 1 | 5 |
| Bootstrap Your Own Latent - A New Approach to Self-Supervised Learning | Dec 1, 2020 | Linear evaluationRepresentation Learning | CodeCode Available | 1 | 5 |
| MixCo: Mix-up Contrastive Learning for Visual Representation | Oct 13, 2020 | Contrastive LearningLinear evaluation | CodeCode Available | 1 | 5 |
| Don't miss the Mismatch: Investigating the Objective Function Mismatch for Unsupervised Representation Learning | Sep 4, 2020 | Linear evaluationRepresentation Learning | CodeCode Available | 0 | 5 |
| Divergence-aware Federated Self-Supervised Learning | Apr 9, 2022 | Federated LearningFederated Unsupervised Learning | 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 |
| Depth Contrast: Self-Supervised Pretraining on 3DPM Images for Mining Material Classification | Oct 18, 2022 | Linear evaluationMaterial Classification | CodeCode Available | 0 | 5 |
| Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning | Jun 16, 2022 | BenchmarkingClustering | CodeCode Available | 0 | 5 |
| Representation Learning via Consistent Assignment of Views to Clusters | Dec 31, 2021 | ClusteringContrastive Learning | CodeCode Available | 0 | 5 |
