DeepSMILE: Contrastive self-supervised pre-training benefits MSI and HRD classification directly from H&E whole-slide images in colorectal and breast cancer Jul 20, 2021 Classification Multiple Instance Learning
Code Code Available Bridging the Gap between Language Model and Reading Comprehension: Unsupervised MRC via Self-Supervision Jul 19, 2021 Language Modeling Language Modelling
— Unverified Compound Figure Separation of Biomedical Images with Side Loss Jul 19, 2021 Contrastive Learning Image Augmentation
Code Code Available Reasoning-Modulated Representations Jul 19, 2021 Representation Learning Self-Supervised Learning
— Unverified Unsupervised Skill-Discovery and Skill-Learning in Minecraft Jul 18, 2021 Minecraft Self-Supervised Learning
— Unverified CCVS: Context-aware Controllable Video Synthesis Jul 16, 2021 Decoder Optical Flow Estimation
Code Code Available Self-supervised Representation Learning Framework for Remote Physiological Measurement Using Spatiotemporal Augmentation Loss Jul 16, 2021 Contrastive Learning Data Augmentation
Code Code Available Exploiting generative self-supervised learning for the assessment of biological images with lack of annotations: a COVID-19 case-study Jul 16, 2021 Representation Learning Self-Supervised Learning
— Unverified CLSRIL-23: Cross Lingual Speech Representations for Indic Languages Jul 15, 2021 Self-Supervised Learning speech-recognition
Code Code Available Exploiting Image Translations via Ensemble Self-Supervised Learning for Unsupervised Domain Adaptation Jul 13, 2021 Domain Adaptation Domain Generalization
— Unverified Kit-Net: Self-Supervised Learning to Kit Novel 3D Objects into Novel 3D Cavities Jul 13, 2021 Data Augmentation Self-Supervised Learning
Code Code Available eProduct: A Million-Scale Visual Search Benchmark to Address Product Recognition Challenges Jul 13, 2021 Diversity Self-Supervised Learning
Code Code Available Clustering-Based Representation Learning through Output Translation and Its Application to Remote--Sensing Images Jul 13, 2021 Clustering Decision Making
Code Code Available End-to-end Multi-modal Video Temporal Grounding Jul 12, 2021 Optical Flow Estimation Self-Supervised Learning
Code Code Available UniSpeech at scale: An Empirical Study of Pre-training Method on Large-Scale Speech Recognition Dataset Jul 12, 2021 Self-Supervised Learning speech-recognition
— Unverified Deep Fiber Clustering: Anatomically Informed Unsupervised Deep Learning for Fast and Effective White Matter Parcellation Jul 11, 2021 Clustering Segmentation
— Unverified Hierarchical Self-Supervised Learning for Medical Image Segmentation Based on Multi-Domain Data Aggregation Jul 10, 2021 Image Segmentation Medical Image Segmentation
— Unverified Layer-wise Analysis of a Self-supervised Speech Representation Model Jul 10, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Dropout Regularization for Self-Supervised Learning of Transformer Encoder Speech Representation Jul 9, 2021 Classification Self-Supervised Learning
— Unverified Improved Language Identification Through Cross-Lingual Self-Supervised Learning Jul 8, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Investigate the Essence of Long-Tailed Recognition from a Unified Perspective Jul 8, 2021 Self-Supervised Learning
Code Code Available SelfCF: A Simple Framework for Self-supervised Collaborative Filtering Jul 7, 2021 Collaborative Filtering Self-Supervised Learning
Code Code Available InfoNCE is variational inference in a recognition parameterised model Jul 6, 2021 Bayesian Inference Self-Supervised Learning
— Unverified Multi-Level Graph Contrastive Learning Jul 6, 2021 Contrastive Learning Graph Representation Learning
— Unverified Continual Contrastive Learning for Image Classification Jul 5, 2021 Classification Continual Learning
Code Code Available Self-Contrastive Learning with Hard Negative Sampling for Self-supervised Point Cloud Learning Jul 5, 2021 Contrastive Learning Point Cloud Segmentation
— Unverified Learning a Model for Inferring a Spatial Road Lane Network Graph using Self-Supervision Jul 5, 2021 Autonomous Vehicles Self-Supervised Learning
Code Code Available Bag of Instances Aggregation Boosts Self-supervised Distillation Jul 4, 2021 Contrastive Learning Linear evaluation
Code Code Available Hybrid Supervision Learning for Pathology Whole Slide Image Classification Jul 2, 2021 Classification image-classification
Code Code Available Pretext Tasks selection for multitask self-supervised speech representation learning Jul 1, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Leveraging Hidden Structure in Self-Supervised Learning Jun 30, 2021 Self-Supervised Learning
— Unverified Two-Stage Self-Supervised Cycle-Consistency Network for Reconstruction of Thin-Slice MR Images Jun 29, 2021 Self-Supervised Learning Triplet
— Unverified AutoNovel: Automatically Discovering and Learning Novel Visual Categories Jun 29, 2021 Clustering Image Clustering
Code Code Available As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning Jun 29, 2021 Self-Supervised Learning Time Series
Code Code Available Understanding Cognitive Fatigue from fMRI Scans with Self-supervised Learning Jun 28, 2021 Multi-class Classification Self-Supervised Learning
— Unverified LiteGEM: Lite Geometry Enhanced Molecular Representation Learning for Quantum Property Prediction Jun 28, 2021 molecular representation Property Prediction
— Unverified Intent Disentanglement and Feature Self-supervision for Novel Recommendation Jun 28, 2021 Disentanglement Recommendation Systems
— Unverified Co^2L: Contrastive Continual Learning Jun 28, 2021 Continual Learning Contrastive Learning
Code Code Available Time-Series Representation Learning via Temporal and Contextual Contrasting Jun 26, 2021 Automatic Sleep Stage Classification Contrastive Learning
Code Code Available Intrinsically Motivated Self-supervised Learning in Reinforcement Learning Jun 26, 2021 Decision Making reinforcement-learning
— Unverified Domain-Specific Pretraining for Vertical Search: Case Study on Biomedical Literature Jun 25, 2021 Articles Distributed Computing
— Unverified Self-Supervised Monocular Depth Estimation of Untextured Indoor Rotated Scenes Jun 24, 2021 Depth Estimation Image Reconstruction
Code Code Available Conditional Deformable Image Registration with Convolutional Neural Network Jun 23, 2021 Image Registration Self-Supervised Learning
Code Code Available Bootstrap Representation Learning for Segmentation on Medical Volumes and Sequences Jun 23, 2021 Representation Learning Self-Supervised Learning
— Unverified Improving Transformer-based Sequential Recommenders through Preference Editing Jun 23, 2021 Recommendation Systems Self-Supervised Learning
— Unverified STRESS: Super-Resolution for Dynamic Fetal MRI using Self-Supervised Learning Jun 23, 2021 Self-Supervised Learning Super-Resolution
Code Code Available Learning from Pseudo Lesion: A Self-supervised Framework for COVID-19 Diagnosis Jun 23, 2021 Computed Tomography (CT) COVID-19 Diagnosis
— Unverified Credal Self-Supervised Learning Jun 22, 2021 Self-Supervised Learning
Code Code Available Unsupervised Object-Level Representation Learning from Scene Images Jun 22, 2021 Object Representation Learning
Code Code Available NCIS: Neural Contextual Iterative Smoothing for Purifying Adversarial Perturbations Jun 22, 2021 Adversarial Defense Adversarial Robustness
— Unverified 