| 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 |
