| 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 |
| Revisiting Discriminative vs. Generative Classifiers: Theory and Implications | Feb 5, 2023 | Few-Shot LearningImage Classification | 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 |
| Parameter Efficient Self-Supervised Geospatial Domain Adaptation | Jan 1, 2024 | Domain AdaptationLinear evaluation | 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 |
| Bootstrap your own latent: A new approach to self-supervised Learning | Jun 13, 2020 | Image ClassificationLinear evaluation | CodeCode Available | 1 | 5 |
| Mean Shift for Self-Supervised Learning | May 15, 2021 | ClusteringLinear 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 |
| Temporal Knowledge Consistency for Unsupervised Visual Representation Learning | Aug 24, 2021 | Linear evaluationRepresentation Learning | CodeCode Available | 1 | 5 |
| Self-Supervised Learning with Swin Transformers | May 10, 2021 | Linear evaluationobject-detection | 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 |
| Representation Learning via Consistent Assignment of Views over Random Partitions | Oct 19, 2023 | Copy DetectionImage Retrieval | 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 |
| Correlation between Alignment-Uniformity and Performance of Dense Contrastive Representations | Oct 17, 2022 | Contrastive LearningLinear evaluation | CodeCode Available | 0 | 5 |
