Mitigating Memorization of Noisy Labels via Regularization between Representations Oct 18, 2021 Learning with noisy labels Memorization
Code Code Available Unsupervised Representation Learning for Binary Networks by Joint Classifier Learning Oct 17, 2021 Representation Learning Self-Supervised Learning
Code Code Available Self-Supervised Learning by Estimating Twin Class Distributions Oct 14, 2021 Fine-Grained Image Classification Image Classification
Code Code Available Decoupled Contrastive Learning Oct 13, 2021 Contrastive Learning Self-Supervised Learning
Code Code Available Relative Molecule Self-Attention Transformer Oct 12, 2021 Drug Discovery Property Prediction
Code Code Available UniSpeech-SAT: Universal Speech Representation Learning with Speaker Aware Pre-Training Oct 12, 2021 Data Augmentation Multi-Task Learning
Code Code Available K-Wav2vec 2.0: Automatic Speech Recognition based on Joint Decoding of Graphemes and Syllables Oct 11, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Self-supervised Learning is More Robust to Dataset Imbalance Oct 11, 2021 Long-tail Learning Self-Supervised Learning
Code Code Available SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning Oct 8, 2021 Collaborative Inference Contrastive Learning
Code Code Available 3D Infomax improves GNNs for Molecular Property Prediction Oct 8, 2021 Contrastive Learning Graph Learning
Code Code Available Self-supervised Speaker Recognition with Loss-gated Learning Oct 8, 2021 Self-Supervised Learning Speaker Recognition
Code Code Available Pre-training Molecular Graph Representation with 3D Geometry Oct 7, 2021 3D geometry Graph Representation Learning
Code Code Available Self-Supervised Generative Style Transfer for One-Shot Medical Image Segmentation Oct 5, 2021 Data Augmentation Image Segmentation
Code Code Available Motif-based Graph Self-Supervised Learning for Molecular Property Prediction Oct 3, 2021 Molecular Property Prediction Property Prediction
Code Code Available Consistent Explanations by Contrastive Learning Oct 1, 2021 Contrastive Learning Explainable artificial intelligence
Code Code Available DualNet: Continual Learning, Fast and Slow Oct 1, 2021 Continual Learning Hippocampus
Code Code Available Noise2Recon: Enabling Joint MRI Reconstruction and Denoising with Semi-Supervised and Self-Supervised Learning Sep 30, 2021 compressed sensing Denoising
Code Code Available Mining for Strong Gravitational Lenses with Self-supervised Learning Sep 30, 2021 CPU Representation Learning
Code Code Available Self-Supervised Learning for MRI Reconstruction with a Parallel Network Training Framework Sep 26, 2021 Image Reconstruction Model Optimization
Code Code Available Improving 360 Monocular Depth Estimation via Non-local Dense Prediction Transformer and Joint Supervised and Self-supervised Learning Sep 22, 2021 Depth Estimation Monocular Depth Estimation
Code Code Available Self-supervised learning methods and applications in medical imaging analysis: A survey Sep 17, 2021 Self-Supervised Learning
Code Code Available Self-supervised Contrastive Learning for EEG-based Sleep Staging Sep 16, 2021 Contrastive Learning EEG
Code Code Available Reconstructing occluded Elevation Information in Terrain Maps with Self-supervised Learning Sep 15, 2021 CPU GPU
Code Code Available Seeking an Optimal Approach for Computer-Aided Pulmonary Embolism Detection Sep 15, 2021 Deep Learning Multiple Instance Learning
Code Code Available TEASEL: A Transformer-Based Speech-Prefixed Language Model Sep 12, 2021 Language Modeling Language Modelling
Code Code Available Spatio-Temporal Recurrent Networks for Event-Based Optical Flow Estimation Sep 10, 2021 Event-based Optical Flow Optical Flow Estimation
Code Code Available Topic-Aware Contrastive Learning for Abstractive Dialogue Summarization Sep 10, 2021 Abstractive Dialogue Summarization Articles
Code Code Available Preservational Learning Improves Self-supervised Medical Image Models by Reconstructing Diverse Contexts Sep 9, 2021 Contrastive Learning Representation Learning
Code Code Available Self-supervised Pseudo Multi-class Pre-training for Unsupervised Anomaly Detection and Segmentation in Medical Images Sep 3, 2021 Anomaly Detection Contrastive Learning
Code Code Available Self-supervised Point Cloud Representation Learning via Separating Mixed Shapes Sep 1, 2021 3D Part Segmentation 3D Point Cloud Classification
Code Code Available ScatSimCLR: self-supervised contrastive learning with pretext task regularization for small-scale datasets Aug 31, 2021 Classification Contrastive Learning
Code Code Available Digging into Uncertainty in Self-supervised Multi-view Stereo Aug 30, 2021 Image Reconstruction Self-Supervised Learning
Code Code Available MultiSiam: Self-supervised Multi-instance Siamese Representation Learning for Autonomous Driving Aug 27, 2021 Autonomous Driving Image Clustering
Code Code Available Self-Supervised Graph Co-Training for Session-based Recommendation Aug 24, 2021 Contrastive Learning Data Augmentation
Code Code Available Generative and Contrastive Self-Supervised Learning for Graph Anomaly Detection Aug 23, 2021 Anomaly Detection Attribute
Code Code Available Jointly Learnable Data Augmentations for Self-Supervised GNNs Aug 23, 2021 Data Augmentation Graph Representation Learning
Code Code Available Self-Rule to Multi-Adapt: Generalized Multi-source Feature Learning Using Unsupervised Domain Adaptation for Colorectal Cancer Tissue Detection Aug 20, 2021 Domain Adaptation Self-Supervised Learning
Code Code Available Improving Self-supervised Learning with Hardness-aware Dynamic Curriculum Learning: An Application to Digital Pathology Aug 16, 2021 Self-Supervised Learning
Code Code Available Contrastive Self-supervised Sequential Recommendation with Robust Augmentation Aug 14, 2021 Contrastive Learning Self-Supervised Learning
Code Code Available Dual Path Learning for Domain Adaptation of Semantic Segmentation Aug 13, 2021 Domain Adaptation Image-to-Image Translation
Code Code Available Is Pseudo-Lidar needed for Monocular 3D Object detection? Aug 13, 2021 3D Object Detection Depth Estimation
Code Code Available AMMUS : A Survey of Transformer-based Pretrained Models in Natural Language Processing Aug 12, 2021 Self-Supervised Learning Survey
Code Code Available Representation Learning for Remote Sensing: An Unsupervised Sensor Fusion Approach Aug 11, 2021 Representation Learning Self-Supervised Learning
Code Code Available Skeleton-Contrastive 3D Action Representation Learning Aug 8, 2021 Action Recognition Contrastive Learning
Code Code Available Improving Contrastive Learning by Visualizing Feature Transformation Aug 6, 2021 Contrastive Learning Data Augmentation
Code Code Available Co-learning: Learning from Noisy Labels with Self-supervision Aug 5, 2021 Learning with noisy labels Self-Supervised Learning
Code Code Available BadEncoder: Backdoor Attacks to Pre-trained Encoders in Self-Supervised Learning Aug 1, 2021 Backdoor Attack Self-Supervised Learning
Code Code Available Object-aware Contrastive Learning for Debiased Scene Representation Jul 30, 2021 Contrastive Learning Object
Code Code Available Self-Supervised Learning for Fine-Grained Image Classification Jul 29, 2021 Classification Contrastive Learning
Code Code Available CCGL: Contrastive Cascade Graph Learning Jul 27, 2021 Data Augmentation Graph Learning
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