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Showing 1–50 of 128 papers

TitleStatusHype
Contrastive Self-Supervised Learning As Neural Manifold Packing—0
SSLAM: Enhancing Self-Supervised Models with Audio Mixtures for Polyphonic SoundscapesCode2
Adversarial Robustness of Discriminative Self-Supervised Learning in Vision—0
Medical Semantic Segmentation with Diffusion Pretrain—0
Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation LearningCode1
Self-Supervised Radiograph Anatomical Region Classification -- How Clean Is Your Real-World Data?—0
CLIP-PING: Boosting Lightweight Vision-Language Models with Proximus Intrinsic Neighbors Guidance—0
Self-supervised learning for radio-astronomy source classification: a benchmarkCode0
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual RepresentationsCode0
Contrastive Learning with Synthetic PositivesCode1
Weakly Contrastive Learning via Batch Instance Discrimination and Feature Clustering for Small Sample SAR ATRCode0
Multi-modal Masked Siamese Network Improves Chest X-Ray Representation LearningCode0
Semantic Compositions Enhance Vision-Language Contrastive Learning—0
Semantic Graph Consistency: Going Beyond Patches for Regularizing Self-Supervised Vision Transformers—0
M2D-CLAP: Masked Modeling Duo Meets CLAP for Learning General-purpose Audio-Language RepresentationCode0
Learning Generalized Medical Image Representations through Image-Graph Contrastive Pretraining—0
Masked Modeling Duo: Towards a Universal Audio Pre-training FrameworkCode0
MVEB: Self-Supervised Learning with Multi-View Entropy BottleneckCode0
LeOCLR: Leveraging Original Images for Contrastive Learning of Visual Representations—0
Overcoming Dimensional Collapse in Self-supervised Contrastive Learning for Medical Image SegmentationCode0
Self-supervised Learning of Dense Hierarchical Representations for Medical Image SegmentationCode0
Enhancing Contrastive Learning with Efficient Combinatorial Positive Pairing—0
Parameter Efficient Self-Supervised Geospatial Domain AdaptationCode1
Towards Unsupervised Representation Learning: Learning, Evaluating and Transferring Visual RepresentationsCode1
Performance of Machine Learning Classification in Mammography Images using BI-RADS—0
Representation Learning via Consistent Assignment of Views over Random PartitionsCode0
Beyond Random Augmentations: Pretraining with Hard ViewsCode0
Unsupervised Pretraining for Fact Verification by Language Model DistillationCode0
Transferability of Representations Learned using Supervised Contrastive Learning Trained on a Multi-Domain Dataset—0
PARTICLE: Part Discovery and Contrastive Learning for Fine-grained RecognitionCode0
ETP: Learning Transferable ECG Representations via ECG-Text Pre-training—0
Variational Self-Supervised Contrastive Learning Using Beta Divergence—0
FedMEKT: Distillation-based Embedding Knowledge Transfer for Multimodal Federated Learning—0
Why does my medical AI look at pictures of birds? Exploring the efficacy of transfer learning across domain boundariesCode0
Multi-network Contrastive Learning Based on Global and Local Representations—0
Semantic Positive Pairs for Enhancing Visual Representation Learning of Instance Discrimination methods—0
Matrix Information Theory for Self-Supervised LearningCode1
From Patches to Objects: Exploiting Spatial Reasoning for Better Visual Representations—0
HMSN: Hyperbolic Self-Supervised Learning by Clustering with Ideal Prototypes—0
HaLP: Hallucinating Latent Positives for Skeleton-based Self-Supervised Learning of ActionsCode0
MV-MR: multi-views and multi-representations for self-supervised learning and knowledge distillationCode0
Denoising Diffusion Autoencoders are Unified Self-supervised LearnersCode1
Layer Grafted Pre-training: Bridging Contrastive Learning And Masked Image Modeling For Label-Efficient RepresentationsCode1
Saliency Guided Contrastive Learning on Scene Images—0
Self-Supervised and Invariant Representations for Wireless Localization—0
Revisiting Discriminative vs. Generative Classifiers: Theory and ImplicationsCode1
Promoting Semantic Connectivity: Dual Nearest Neighbors Contrastive Learning for Unsupervised Domain Generalization—0
Similarity Contrastive Estimation for Image and Video Soft Contrastive Self-Supervised LearningCode1
Establishing a stronger baseline for lightweight contrastive modelsCode0
Pose-disentangled Contrastive Learning for Self-supervised Facial RepresentationCode1
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