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Showing 51–100 of 128 papers

TitleStatusHype
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
Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series ClassificationCode2
Revisiting the Critical Factors of Augmentation-Invariant Representation LearningCode1
Fast-MoCo: Boost Momentum-based Contrastive Learning with Combinatorial PatchesCode1
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
Bootstrapped Representation Learning for Skeleton-Based Action Recognition—0
Pushing the limits of self-supervised ResNets: Can we outperform supervised learning without labels on ImageNet?Code0
Bridging Video-text Retrieval with Multiple Choice QuestionsCode1
Representation Learning via Consistent Assignment of Views to ClustersCode0
Exploring the Equivalence of Siamese Self-Supervised Learning via A Unified Gradient FrameworkCode1
Boosting Contrastive Learning with Relation Knowledge Distillation—0
Revisiting the Transferability of Supervised Pretraining: an MLP Perspective—0
Unsupervised Representation Transfer for Small Networks: I Believe I Can Distill On-the-Fly—0
Similarity Contrastive Estimation for Self-Supervised Soft Contrastive LearningCode1
Self-Distilled Self-Supervised Representation LearningCode0
MIO : Mutual Information Optimization using Self-Supervised Binary Contrastive Learning—0
Self-Supervised Class Incremental Learning—0
Conditional Alignment and Uniformity for Contrastive Learning with Continuous Proxy Labels—0
When Does Contrastive Learning Preserve Adversarial Robustness from Pretraining to Finetuning?Code1
Temperature as Uncertainty in Contrastive LearningCode1
SimMER: Simple Maximization of Entropy and Rank for Self-supervised Representation Learning—0
Compressive Visual RepresentationsCode1
Temporal Knowledge Consistency for Unsupervised Visual Representation LearningCode1
How Transferable Are Self-supervised Features in Medical Image Classification Tasks?—0
Solo-learn: A Library of Self-supervised Methods for Visual Representation LearningCode0
Lesion-based Contrastive Learning for Diabetic Retinopathy Grading from Fundus ImagesCode1
Bag of Instances Aggregation Boosts Self-supervised DistillationCode1
Mean Embeddings with Test-Time Data Augmentation for Ensembling of Representations—0
Self-Supervised Learning with Kernel Dependence MaximizationCode1
MST: Masked Self-Supervised Transformer for Visual Representation—0
Self-Damaging Contrastive LearningCode1
Mean Shift for Self-Supervised LearningCode1
Maximizing Mutual Information Across Feature and Topology Views for Learning Graph RepresentationsCode0
Self-Supervised Learning with Swin TransformersCode1
Emerging Properties in Self-Supervised Vision TransformersCode1
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