Self-Supervised Learning

Self-Supervised Representation Learning via Latent Graph Prediction ICML 2022 Self-supervised Rewiring of Pre-trained Speech Encoders:Towards Faster Fine-tuning with Less Labels in Speech Processing EMNLP 2022 Self-Supervised Robust Scene Flow Estimation via the Alignment of Probability Density Functions AAAI 2022 Self-supervised Semantic-driven Phoneme Discovery for Zero-resource Speech Recognition ACL 2022 Self-Supervised Spatial Reasoning on Multi-View Line Drawings CVPR 2022 Self-Supervised Spatiotemporal Representation Learning by Exploiting Video Continuity AAAI 2022 Self-Supervised Super-Resolution for Multi-Exposure Push-Frame Satellites CVPR 2022 Self-Supervised Transformers for Unsupervised Object Discovery Using Normalized Cut CVPR 2022 Self-Supervised Video Transformer CVPR 2022 Self-Supervised Visual Representation Learning with Semantic Grouping NeurIPS 2022 Self-Training Multi-Sequence Learning with Transformer for Weakly Supervised Video Anomaly Detection AAAI 2022 Sentence Representation Learning with Generative Objective rather than Contrastive Objective EMNLP 2022 Sequence Level Contrastive Learning for Text Summarization AAAI 2022 Set-Supervised Action Learning in Procedural Task Videos via Pairwise Order Consistency CVPR 2022 SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-trained Siamese Transformers AAAI 2022 SimIPU: Simple 2D Image and 3D Point Cloud Unsupervised Pre-training for Spatial-Aware Visual Representations AAAI 2022 SimMIM: A Simple Framework for Masked Image Modeling CVPR 2022 SketchEdit: Mask-Free Local Image Manipulation With Partial Sketches CVPR 2022 SPAct: Self-Supervised Privacy Preservation for Action Recognition CVPR 2022 SparseTT: Visual Tracking with Sparse Transformers IJCAI 2022 Speaker- and Phone-aware Convolutional Transformer Network for Acoustic Echo Cancellation Interspeech 2022 Speech Pre-training with Acoustic Piece Interspeech 2022 Speech Sequence Embeddings using Nearest Neighbors Contrastive Learning Interspeech 2022 Spline-PINN: Approaching PDEs without Data Using Fast, Physics-Informed Hermite-Spline CNNs AAAI 2022 SSAST: Self-Supervised Audio Spectrogram Transformer AAAI 2022