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Self-Supervised Learning

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Papers

SLIC: Self-Supervised Learning With Iterative Clustering for Human Action Videos CVPR 2022 Smoothed Adaptive Weighting for Imbalanced Semi-Supervised Learning: Improve Reliability Against Unknown Distribution Data ICML 2022 SNUG: Self-Supervised Neural Dynamic Garments CVPR 2022 So3krates: Equivariant attention for interactions on arbitrary length-scales in molecular systems NeurIPS 2022 SoftCollage: A Differentiable Probabilistic Tree Generator for Image Collage CVPR 2022 solo-learn: A Library of Self-supervised Methods for Visual Representation Learning JMLR 2022 Sound and Visual Representation Learning With Multiple Pretraining Tasks CVPR 2022 SPACE-2: Tree-Structured Semi-Supervised Contrastive Pre-training for Task-Oriented Dialog Understanding COLING 2022 SPAct: Self-Supervised Privacy Preservation for Action Recognition CVPR 2022 Sparse Object-Level Supervision for Instance Segmentation With Pixel Embeddings CVPR 2022 Sparse Winning Tickets are Data-Efficient Image Recognizers NeurIPS 2022 Spatial Mixture-of-Experts NeurIPS 2022 Spatio-Temporal Recurrent Networks for Event-Based Optical Flow Estimation AAAI 2022 Speaker- and Phone-aware Convolutional Transformer Network for Acoustic Echo Cancellation Interspeech 2022 Specializing Multi-domain NMT via Penalizing Low Mutual Information EMNLP 2022 Speech acts and Communicative Intentions for Urgency Detection NAACL 2022 Speech Driven Tongue Animation CVPR 2022 Speech Emotion Recognition via Generation using an Attention-based Variational Recurrent Neural Network Interspeech 2022 SpeechFormer: A Hierarchical Efficient Framework Incorporating the Characteristics of Speech Interspeech 2022 Speech Pre-training with Acoustic Piece Interspeech 2022 SPLICEOUT: A Simple and Efficient Audio Augmentation Method 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 SSCAP: Self-Supervised Co-Occurrence Action Parsing for Unsupervised Temporal Action Segmentation WACV 2022 SSL-Lanes: Self-Supervised Learning for Motion Forecasting in Autonomous Driving CoRL 2022