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Showing 51–100 of 128 papers

TitleStatusHype
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual RepresentationsCode0
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
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
Semantic Positive Pairs for Enhancing Visual Representation Learning of Instance Discrimination methods—0
Multi-network Contrastive Learning Based on Global and Local Representations—0
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
Saliency Guided Contrastive Learning on Scene Images—0
Self-Supervised and Invariant Representations for Wireless Localization—0
Promoting Semantic Connectivity: Dual Nearest Neighbors Contrastive Learning for Unsupervised Domain Generalization—0
Establishing a stronger baseline for lightweight contrastive modelsCode0
Flaky Performances when Pretraining on Relational Databases—0
Unsupervised Visual Representation Learning via Mutual Information Regularized AssignmentCode0
Depth Contrast: Self-Supervised Pretraining on 3DPM Images for Mining Material ClassificationCode0
Correlation between Alignment-Uniformity and Performance of Dense Contrastive RepresentationsCode0
Unsupervised Few-shot Learning via Deep Laplacian Eigenmaps—0
Slimmable Networks for Contrastive Self-supervised LearningCode0
On the Importance of Hyperparameters and Data Augmentation for Self-Supervised Learning—0
HOME: High-Order Mixed-Moment-based Embedding for Representation Learning—0
Unsupervised Visual Representation Learning by Synchronous Momentum GroupingCode0
DSPNet: Towards Slimmable Pretrained Networks based on Discriminative Self-supervised Learning—0
Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation LearningCode0
Federated Momentum Contrastive Clustering—0
Self-Supervised Learning for Invariant Representations from Multi-Spectral and SAR Images—0
Divergence-aware Federated Self-Supervised LearningCode0
VNIbCReg: VICReg with Neighboring-Invariance and better-Covariance Evaluated on Non-stationary Seismic Signal Time SeriesCode0
Measuring Self-Supervised Representation Quality for Downstream Classification using Discriminative Features—0
Fuse Local and Global Semantics in Representation Learning—0
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