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| SSLAM: Enhancing Self-Supervised Models with Audio Mixtures for Polyphonic Soundscapes | Jun 13, 2025 | Linear evaluationSelf-Supervised Learning | CodeCode Available | 2 |
| Adversarial Robustness of Discriminative Self-Supervised Learning in Vision | Mar 8, 2025 | Adversarial RobustnessLinear evaluation | —Unverified | 0 |
| Medical Semantic Segmentation with Diffusion Pretrain | Jan 31, 2025 | Image SegmentationLinear evaluation | —Unverified | 0 |
| Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning | Dec 30, 2024 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
| Self-Supervised Radiograph Anatomical Region Classification -- How Clean Is Your Real-World Data? | Dec 20, 2024 | Linear evaluation | —Unverified | 0 |
| CLIP-PING: Boosting Lightweight Vision-Language Models with Proximus Intrinsic Neighbors Guidance | Dec 5, 2024 | Contrastive Learningcross-modal alignment | —Unverified | 0 |
| Self-supervised learning for radio-astronomy source classification: a benchmark | Nov 21, 2024 | AstronomyLinear evaluation | CodeCode Available | 0 |
| SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations | Oct 3, 2024 | Contrastive LearningImage Classification | CodeCode Available | 0 |
| Contrastive Learning with Synthetic Positives | Aug 30, 2024 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
| Weakly Contrastive Learning via Batch Instance Discrimination and Feature Clustering for Small Sample SAR ATR | Aug 7, 2024 | Contrastive LearningLinear evaluation | CodeCode Available | 0 |
| Multi-modal Masked Siamese Network Improves Chest X-Ray Representation Learning | Jul 5, 2024 | Linear evaluationRepresentation Learning | CodeCode Available | 0 |
| Semantic Compositions Enhance Vision-Language Contrastive Learning | Jul 1, 2024 | ClassificationContrastive Learning | —Unverified | 0 |
| Semantic Graph Consistency: Going Beyond Patches for Regularizing Self-Supervised Vision Transformers | Jun 18, 2024 | Linear evaluationRepresentation Learning | —Unverified | 0 |
| M2D-CLAP: Masked Modeling Duo Meets CLAP for Learning General-purpose Audio-Language Representation | Jun 4, 2024 | Audio ClassificationLinear evaluation | CodeCode Available | 0 |
| Learning Generalized Medical Image Representations through Image-Graph Contrastive Pretraining | May 15, 2024 | Contrastive LearningDiagnostic | —Unverified | 0 |
| Masked Modeling Duo: Towards a Universal Audio Pre-training Framework | Apr 9, 2024 | Audio Classification | CodeCode Available | 0 |
| MVEB: Self-Supervised Learning with Multi-View Entropy Bottleneck | Mar 28, 2024 | Linear evaluationSelf-Supervised Learning | CodeCode Available | 0 |
| LeOCLR: Leveraging Original Images for Contrastive Learning of Visual Representations | Mar 11, 2024 | Contrastive LearningData Augmentation | —Unverified | 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 of Dense Hierarchical Representations for Medical Image Segmentation | Jan 12, 2024 | Image SegmentationLinear evaluation | CodeCode Available | 0 |
| Enhancing Contrastive Learning with Efficient Combinatorial Positive Pairing | Jan 11, 2024 | Contrastive LearningLinear evaluation | —Unverified | 0 |
| Parameter Efficient Self-Supervised Geospatial Domain Adaptation | Jan 1, 2024 | Domain AdaptationLinear evaluation | CodeCode Available | 1 |
| Towards Unsupervised Representation Learning: Learning, Evaluating and Transferring Visual Representations | Nov 30, 2023 | Domain AdaptationImage-to-Image Translation | CodeCode Available | 1 |
| Performance of Machine Learning Classification in Mammography Images using BI-RADS | Nov 14, 2023 | ClassificationDiagnostic | —Unverified | 0 |