Self-Supervised Learning

Rethinking Self-Supervision Objectives for Generalizable Coherence Modeling ACL 2022 Rethinking the Augmentation Module in Contrastive Learning: Learning Hierarchical Augmentation Invariance With Expanded Views CVPR 2022 REUSE: REference-free UnSupervised Quality Estimation Metric EMNLP 2022 RFNet: Unsupervised Network for Mutually Reinforcing Multi-Modal Image Registration and Fusion CVPR 2022 RigidFlow: Self-Supervised Scene Flow Learning on Point Clouds by Local Rigidity Prior CVPR 2022 RM-Depth: Unsupervised Learning of Recurrent Monocular Depth in Dynamic Scenes CVPR 2022 Robust Cross-Modal Representation Learning With Progressive Self-Distillation CVPR 2022 Robust Equivariant Imaging: A Fully Unsupervised Framework for Learning To Image From Noisy and Partial Measurements CVPR 2022 Robust Neural Posterior Estimation and Statistical Model Criticism NeurIPS 2022 Robust Outlier Detection by De-Biasing VAE Likelihoods CVPR 2022 RSA: Reducing Semantic Shift from Aggressive Augmentations for Self-supervised Learning NeurIPS 2022 SAIL: Self-Augmented Graph Contrastive Learning AAAI 2022 Same Author or Just Same Topic? Towards Content-Independent Style Representations ACL 2022 SAS: Self-Augmentation Strategy for Language Model Pre-training AAAI 2022 SAVi++: Towards End-to-End Object-Centric Learning from Real-World Videos NeurIPS 2022 Scaling Multimodal Pre-Training via Cross-Modality Gradient Harmonization NeurIPS 2022 Scaling Vision Transformers to Gigapixel Images via Hierarchical Self-Supervised Learning CVPR 2022 Scene Consistency Representation Learning for Video Scene Segmentation CVPR 2022 SelF-Eval: Self-supervised Fine-grained Dialogue Evaluation COLING 2022 Self-supervised Amodal Video Object Segmentation NeurIPS 2022 Self-Supervised Arbitrary-Scale Point Clouds Upsampling via Implicit Neural Representation CVPR 2022 Self-Supervised Audio-and-Text Pre-training with Extremely Low-Resource Parallel Data AAAI 2022 Self-Supervised Bulk Motion Artifact Removal in Optical Coherence Tomography Angiography CVPR 2022 Self-Supervised Category-Level 6D Object Pose Estimation with Deep Implicit Shape Representation AAAI 2022 Self-Supervised Correlation Mining Network for Person Image Generation CVPR 2022