| Self-supervised Learning of Dense Hierarchical Representations for Medical Image Segmentation | Jan 12, 2024 | Image SegmentationLinear evaluation | CodeCode Available | 0 | 5 |
| 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 | 5 |
| Unsupervised Pretraining for Fact Verification by Language Model Distillation | Sep 28, 2023 | Fact VerificationLanguage Modeling | CodeCode Available | 0 | 5 |
| Solo-learn: A Library of Self-supervised Methods for Visual Representation Learning | Aug 3, 2021 | Linear evaluationRepresentation Learning | CodeCode Available | 0 | 5 |
| Conditional Negative Sampling for Contrastive Learning of Visual Representations | Oct 5, 2020 | Contrastive LearningInstance Segmentation | CodeCode Available | 0 | 5 |
| 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 | 5 |
| SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations | Oct 3, 2024 | Contrastive LearningImage Classification | 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 |
| Representation Learning via Consistent Assignment of Views to Clusters | Dec 31, 2021 | ClusteringContrastive 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 |
| HaLP: Hallucinating Latent Positives for Skeleton-based Self-Supervised Learning of Actions | Apr 1, 2023 | Action RecognitionContrastive Learning | CodeCode Available | 0 | 5 |
| Correlation between Alignment-Uniformity and Performance of Dense Contrastive Representations | Oct 17, 2022 | Contrastive LearningLinear evaluation | CodeCode Available | 0 | 5 |
| Weakly Contrastive Learning via Batch Instance Discrimination and Feature Clustering for Small Sample SAR ATR | Aug 7, 2024 | Contrastive LearningLinear evaluation | 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 |
| Divergence-aware Federated Self-Supervised Learning | Apr 9, 2022 | Federated LearningFederated Unsupervised Learning | CodeCode Available | 0 | 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 |
| Beyond Random Augmentations: Pretraining with Hard Views | Oct 5, 2023 | Contrastive LearningData Augmentation | CodeCode Available | 0 | 5 |
| Learning Representations by Maximizing Mutual Information Across Views | Jun 3, 2019 | Data AugmentationImage Classification | CodeCode Available | 0 | 5 |
| Self-Supervised Multimodal Domino: in Search of Biomarkers for Alzheimer's Disease | Dec 25, 2020 | Contrastive LearningDecoder | CodeCode Available | 0 | 5 |
| EqCo: Equivalent Rules for Self-supervised Contrastive Learning | Oct 5, 2020 | Contrastive LearningLinear evaluation | CodeCode Available | 0 | 5 |
| Establishing a stronger baseline for lightweight contrastive models | Dec 14, 2022 | Contrastive LearningLinear evaluation | CodeCode Available | 0 | 5 |
| Unsupervised Visual Representation Learning via Mutual Information Regularized Assignment | Nov 4, 2022 | Linear evaluationPseudo Label | CodeCode Available | 0 | 5 |
| Slimmable Networks for Contrastive Self-supervised Learning | Sep 30, 2022 | Contrastive LearningKnowledge Distillation | CodeCode Available | 0 | 5 |
| Self-Distilled Self-Supervised Representation Learning | Nov 25, 2021 | Linear evaluationRepresentation Learning | CodeCode Available | 0 | 5 |
| Multi-modal Masked Siamese Network Improves Chest X-Ray Representation Learning | Jul 5, 2024 | Linear evaluationRepresentation Learning | CodeCode Available | 0 | 5 |
| M2D-CLAP: Masked Modeling Duo Meets CLAP for Learning General-purpose Audio-Language Representation | Jun 4, 2024 | Audio ClassificationLinear evaluation | CodeCode Available | 0 | 5 |
| MVEB: Self-Supervised Learning with Multi-View Entropy Bottleneck | Mar 28, 2024 | Linear evaluationSelf-Supervised Learning | CodeCode Available | 0 | 5 |
| Unsupervised Visual Representation Learning by Synchronous Momentum Grouping | Jul 13, 2022 | ClusteringContrastive Learning | CodeCode Available | 0 | 5 |
| MV-MR: multi-views and multi-representations for self-supervised learning and knowledge distillation | Mar 21, 2023 | ClusteringContrastive Learning | CodeCode Available | 0 | 5 |
| Self-Supervised Radiograph Anatomical Region Classification -- How Clean Is Your Real-World Data? | Dec 20, 2024 | Linear evaluation | —Unverified | 0 | 0 |
| Unsupervised Few-shot Learning via Deep Laplacian Eigenmaps | Oct 7, 2022 | Few-Shot LearningLinear evaluation | —Unverified | 0 | 0 |
| Semantic Compositions Enhance Vision-Language Contrastive Learning | Jul 1, 2024 | ClassificationContrastive Learning | —Unverified | 0 | 0 |
| Contrastive Self-Supervised Learning As Neural Manifold Packing | Jun 16, 2025 | Contrastive LearningLinear evaluation | —Unverified | 0 | 0 |
| Semantic Graph Consistency: Going Beyond Patches for Regularizing Self-Supervised Vision Transformers | Jun 18, 2024 | Linear evaluationRepresentation Learning | —Unverified | 0 | 0 |
| DSPNet: Towards Slimmable Pretrained Networks based on Discriminative Self-supervised Learning | Jul 13, 2022 | Knowledge DistillationLinear evaluation | —Unverified | 0 | 0 |
| Enhancing Contrastive Learning with Efficient Combinatorial Positive Pairing | Jan 11, 2024 | Contrastive LearningLinear evaluation | —Unverified | 0 | 0 |
| ETP: Learning Transferable ECG Representations via ECG-Text Pre-training | Sep 6, 2023 | DiagnosticLanguage Modeling | —Unverified | 0 | 0 |
| Semantic Positive Pairs for Enhancing Visual Representation Learning of Instance Discrimination methods | Jun 28, 2023 | Contrastive LearningData Augmentation | —Unverified | 0 | 0 |
| Unsupervised Representation Transfer for Small Networks: I Believe I Can Distill On-the-Fly | Dec 1, 2021 | Knowledge DistillationLinear evaluation | —Unverified | 0 | 0 |
| Federated Momentum Contrastive Clustering | Jun 10, 2022 | ClusteringLinear evaluation | —Unverified | 0 | 0 |
| FedMEKT: Distillation-based Embedding Knowledge Transfer for Multimodal Federated Learning | Jul 25, 2023 | Activity RecognitionFederated Learning | —Unverified | 0 | 0 |
| Flaky Performances when Pretraining on Relational Databases | Nov 9, 2022 | Graph Neural NetworkLinear evaluation | —Unverified | 0 | 0 |
| Fuse Local and Global Semantics in Representation Learning | Feb 28, 2022 | Linear evaluationRepresentation Learning | —Unverified | 0 | 0 |
| From Patches to Objects: Exploiting Spatial Reasoning for Better Visual Representations | May 21, 2023 | Contrastive LearningLinear evaluation | —Unverified | 0 | 0 |
| Seed the Views: Hierarchical Semantic Alignment for Contrastive Representation Learning | Dec 4, 2020 | Contrastive LearningLinear evaluation | —Unverified | 0 | 0 |
| HMSN: Hyperbolic Self-Supervised Learning by Clustering with Ideal Prototypes | May 18, 2023 | ClusteringFew-Shot Learning | —Unverified | 0 | 0 |
| HOME: High-Order Mixed-Moment-based Embedding for Representation Learning | Jul 15, 2022 | Linear evaluationRepresentation Learning | —Unverified | 0 | 0 |
| How Transferable Are Self-supervised Features in Medical Image Classification Tasks? | Aug 23, 2021 | Classificationimage-classification | —Unverified | 0 | 0 |
| SimMER: Simple Maximization of Entropy and Rank for Self-supervised Representation Learning | Sep 29, 2021 | Contrastive LearningLinear evaluation | —Unverified | 0 | 0 |
| Joint Learning of Neural Transfer and Architecture Adaptation for Image Recognition | Mar 31, 2021 | Age EstimationDomain Adaptation | —Unverified | 0 | 0 |