Self-Supervised Learning

SpecRec: An Alternative Solution for Improving End-to-End Speech-to-Text Translation via Spectrogram Reconstruction Interspeech 2021 Speech Enhancement with Weakly Labelled Data from AudioSet Interspeech 2021 Speech Representation Learning Combining Conformer CPC with Deep Cluster for the ZeroSpeech Challenge 2021 Interspeech 2021 SPSG: Self-Supervised Photometric Scene Generation From RGB-D Scans CVPR 2021 SSH: A Self-Supervised Framework for Image Harmonization ICCV 2021 SSN3D: Self-Separated Network to Align Parts for 3D Convolution in Video Person Re-Identification AAAI 2021 ST3D: Self-Training for Unsupervised Domain Adaptation on 3D Object Detection CVPR 2021 STaR: Self-Supervised Tracking and Reconstruction of Rigid Objects in Motion With Neural Rendering CVPR 2021 StEP: Style-Based Encoder Pre-Training for Multi-Modal Image Synthesis CVPR 2021 STraTA: Self-Training with Task Augmentation for Better Few-shot Learning EMNLP 2021 STYLER: Style Factor Modeling with Rapidity and Robustness via Speech Decomposition for Expressive and Controllable Neural Text to Speech Interspeech 2021 Submodular Span, with Applications to Conditional Data Summarization AAAI 2021 SUPERB: Speech Processing Universal PERformance Benchmark Interspeech 2021 SynDistNet: Self-Supervised Monocular Fisheye Camera Distance Estimation Synergized With Semantic Segmentation for Autonomous Driving WACV 2021 Table-based Fact Verification With Salience-aware Learning EMNLP 2021 TabNet: Attentive Interpretable Tabular Learning AAAI 2021 Task-adaptive Pre-training and Self-training are Complementary for Natural Language Understanding EMNLP 2021 Task Programming: Learning Data Efficient Behavior Representations CVPR 2021 Teach Me What to Say and I Will Learn What to Pick: Unsupervised Knowledge Selection Through Response Generation with Pretrained Generative Models EMNLP 2021 Techniques for Symbol Grounding with SATNet NeurIPS 2021 Temporal Knowledge Consistency for Unsupervised Visual Representation Learning ICCV 2021 Temporal Relational Modeling with Self-Supervision for Action Segmentation AAAI 2021 TEMP: Taxonomy Expansion with Dynamic Margin Loss through Taxonomy-Paths EMNLP 2021 Test-Time Fast Adaptation for Dynamic Scene Deblurring via Meta-Auxiliary Learning CVPR 2021 The functional specialization of visual cortex emerges from training parallel pathways with self-supervised predictive learning NeurIPS 2021