| Why does my medical AI look at pictures of birds? Exploring the efficacy of transfer learning across domain boundaries | Jun 30, 2023 | Computed Tomography (CT)Linear evaluation | CodeCode Available | 0 |
| Slimmable Networks for Contrastive Self-supervised Learning | Sep 30, 2022 | Contrastive LearningKnowledge Distillation | CodeCode Available | 0 |
| Solo-learn: A Library of Self-supervised Methods for Visual Representation Learning | Aug 3, 2021 | Linear evaluationRepresentation Learning | CodeCode Available | 0 |
| Unsupervised Pretraining for Fact Verification by Language Model Distillation | Sep 28, 2023 | Fact VerificationLanguage Modeling | CodeCode Available | 0 |
| EqCo: Equivalent Rules for Self-supervised Contrastive Learning | Oct 5, 2020 | Contrastive LearningLinear evaluation | CodeCode Available | 0 |
| Self-Distilled Self-Supervised Representation Learning | Nov 25, 2021 | Linear evaluationRepresentation Learning | CodeCode Available | 0 |
| M2D-CLAP: Masked Modeling Duo Meets CLAP for Learning General-purpose Audio-Language Representation | Jun 4, 2024 | Audio ClassificationLinear evaluation | CodeCode Available | 0 |
| Masked Modeling Duo: Towards a Universal Audio Pre-training Framework | Apr 9, 2024 | Audio Classification | CodeCode Available | 0 |
| Maximizing Mutual Information Across Feature and Topology Views for Learning Graph Representations | May 14, 2021 | DiversityGraph Representation Learning | CodeCode Available | 0 |
| Conditional Negative Sampling for Contrastive Learning of Visual Representations | Oct 5, 2020 | Contrastive LearningInstance Segmentation | CodeCode Available | 0 |
| SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations | Oct 3, 2024 | Contrastive LearningImage Classification | CodeCode Available | 0 |
| Depth Contrast: Self-Supervised Pretraining on 3DPM Images for Mining Material Classification | Oct 18, 2022 | Linear evaluationMaterial Classification | CodeCode Available | 0 |
| Divergence-aware Federated Self-Supervised Learning | Apr 9, 2022 | Federated LearningFederated Unsupervised Learning | CodeCode Available | 0 |
| Self-Supervised Multimodal Domino: in Search of Biomarkers for Alzheimer's Disease | Dec 25, 2020 | Contrastive LearningDecoder | CodeCode Available | 0 |
| Unsupervised Visual Representation Learning via Mutual Information Regularized Assignment | Nov 4, 2022 | Linear evaluationPseudo Label | CodeCode Available | 0 |
| Don't miss the Mismatch: Investigating the Objective Function Mismatch for Unsupervised Representation Learning | Sep 4, 2020 | Linear evaluationRepresentation Learning | CodeCode Available | 0 |
| Multi-modal Masked Siamese Network Improves Chest X-Ray Representation Learning | Jul 5, 2024 | Linear evaluationRepresentation Learning | CodeCode Available | 0 |
| Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning | Jun 16, 2022 | BenchmarkingClustering | CodeCode Available | 0 |
| MVEB: Self-Supervised Learning with Multi-View Entropy Bottleneck | Mar 28, 2024 | Linear evaluationSelf-Supervised Learning | CodeCode Available | 0 |
| MV-MR: multi-views and multi-representations for self-supervised learning and knowledge distillation | Mar 21, 2023 | ClusteringContrastive Learning | CodeCode Available | 0 |
| Establishing a stronger baseline for lightweight contrastive models | Dec 14, 2022 | Contrastive LearningLinear evaluation | CodeCode Available | 0 |
| Overcoming Dimensional Collapse in Self-supervised Contrastive Learning for Medical Image Segmentation | Feb 22, 2024 | Contrastive LearningImage Segmentation | CodeCode Available | 0 |
| Self-supervised learning for radio-astronomy source classification: a benchmark | Nov 21, 2024 | AstronomyLinear evaluation | CodeCode Available | 0 |
| PARTICLE: Part Discovery and Contrastive Learning for Fine-grained Recognition | Sep 25, 2023 | Contrastive Learningimage-classification | CodeCode Available | 0 |
| Learning Representations by Maximizing Mutual Information Across Views | Jun 3, 2019 | Data AugmentationImage Classification | CodeCode Available | 0 |
| VNIbCReg: VICReg with Neighboring-Invariance and better-Covariance Evaluated on Non-stationary Seismic Signal Time Series | Apr 6, 2022 | Linear evaluationSelf-Supervised Learning | CodeCode Available | 0 |
| Unsupervised Visual Representation Learning by Synchronous Momentum Grouping | Jul 13, 2022 | ClusteringContrastive Learning | CodeCode Available | 0 |
| 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 |
