Self-Supervised Learning for Fine-Grained Visual Categorization May 18, 2021 Fine-Grained Visual Categorization Representation Learning
Code Code Available Masked Contrastive Learning for Anomaly Detection May 18, 2021 Anomaly Detection Contrastive Learning
Code Code Available Mean Shift for Self-Supervised Learning May 15, 2021 Clustering Linear evaluation
Code Code Available Window-Level is a Strong Denoising Surrogate May 15, 2021 Denoising Diagnostic
Code Code Available Waste detection in Pomerania: non-profit project for detecting waste in environment May 12, 2021 Classification Instance Segmentation
Code Code Available Electrocardio Panorama: Synthesizing New ECG Views with Self-supervision May 12, 2021 Self-Supervised Learning
Code Code Available Semantic Distribution-aware Contrastive Adaptation for Semantic Segmentation May 11, 2021 Self-Supervised Learning Semantic Segmentation
Code Code Available VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning May 11, 2021 Representation Learning Self-Supervised Image Classification
Code Code Available Self-Supervised Learning with Swin Transformers May 10, 2021 Linear evaluation object-detection
Code Code Available Salient Objects in Clutter May 7, 2021 Image Augmentation Object
Code Code Available Self-Supervised Multi-Frame Monocular Scene Flow May 5, 2021 Decoder Scene Flow Estimation
Code Code Available Self-Supervised Learning from Automatically Separated Sound Scenes May 5, 2021 Contrastive Learning Self-Supervised Learning
Code Code Available SUPERB: Speech processing Universal PERformance Benchmark May 3, 2021 Representation Learning Self-Supervised Learning
Code Code Available On Feature Decorrelation in Self-Supervised Learning May 2, 2021 Representation Learning Self-Supervised Learning
Code Code Available Emerging Properties in Self-Supervised Vision Transformers Apr 29, 2021 Copy Detection Image Classification
Code Code Available A Note on Connecting Barlow Twins with Negative-Sample-Free Contrastive Learning Apr 28, 2021 Contrastive Learning Self-Supervised Learning
Code Code Available Self-supervised Spatial Reasoning on Multi-View Line Drawings Apr 27, 2021 Binary Classification Contrastive Learning
Code Code Available Towards Good Practices for Efficiently Annotating Large-Scale Image Classification Datasets Apr 26, 2021 General Classification image-classification
Code Code Available Multimodal Clustering Networks for Self-supervised Learning from Unlabeled Videos Apr 26, 2021 Action Localization Clustering
Code Code Available LeBenchmark: A Reproducible Framework for Assessing Self-Supervised Representation Learning from Speech Apr 23, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Apr 22, 2021 Action Classification Action Recognition
Code Code Available Distill on the Go: Online knowledge distillation in self-supervised learning Apr 20, 2021 Knowledge Distillation Self-Supervised Learning
Code Code Available Generative Transformer for Accurate and Reliable Salient Object Detection Apr 20, 2021 Attribute Camouflaged Object Segmentation
Code Code Available DisCo: Remedy Self-supervised Learning on Lightweight Models with Distilled Contrastive Learning Apr 19, 2021 Contrastive Learning Representation Learning
Code Code Available When Does Pretraining Help? Assessing Self-Supervised Learning for Law and the CaseHOLD Dataset Apr 18, 2021 Multiple-choice Question Answering
Code Code Available Solving Inefficiency of Self-supervised Representation Learning Apr 18, 2021 Clustering Contrastive Learning
Code Code Available A Surface Geometry Model for LiDAR Depth Completion Apr 17, 2021 Depth Completion Self-Supervised Learning
Code Code Available Contrastive Learning with Stronger Augmentations Apr 15, 2021 Contrastive Learning Representation Learning
Code Code Available K-PLUG: Knowledge-injected Pre-trained Language Model for Natural Language Understanding and Generation in E-Commerce Apr 14, 2021 Decoder Knowledge Base Completion
Code Code Available Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding Apr 14, 2021 image-classification Image Classification
Code Code Available Towards Fine-grained Visual Representations by Combining Contrastive Learning with Image Reconstruction and Attention-weighted Pooling Apr 9, 2021 Contrastive Learning Decoder
Code Code Available Speech Denoising Without Clean Training Data: A Noise2Noise Approach Apr 8, 2021 Audio Denoising Denoising
Code Code Available CutPaste: Self-Supervised Learning for Anomaly Detection and Localization Apr 8, 2021 Anomaly Classification Anomaly Detection
Code Code Available CoCoNets: Continuous Contrastive 3D Scene Representations Apr 8, 2021 3D Object Detection Contrastive Learning
Code Code Available SiT: Self-supervised vIsion Transformer Apr 8, 2021 Few-Shot Learning Self-Supervised Learning
Code Code Available Self-supervised Learning of Depth Inference for Multi-view Stereo Apr 7, 2021 Depth Estimation Image Reconstruction
Code Code Available S2VC: A Framework for Any-to-Any Voice Conversion with Self-Supervised Pretrained Representations Apr 7, 2021 Self-Supervised Learning Voice Conversion
Code Code Available Self-Supervised Learning for Semi-Supervised Temporal Action Proposal Apr 7, 2021 Relation Self-Supervised Learning
Code Code Available An Empirical Study of Training Self-Supervised Vision Transformers Apr 5, 2021 Out-of-Distribution Generalization Self-Supervised Image Classification
Code Code Available The Spatially-Correlative Loss for Various Image Translation Tasks Apr 2, 2021 Self-Supervised Learning Translation
Code Code Available LaPred: Lane-Aware Prediction of Multi-Modal Future Trajectories of Dynamic Agents Apr 1, 2021 Prediction Self-Supervised Learning
Code Code Available Self-supervised learning for tool wear monitoring with a disentangled-variational-autoencoder Mar 31, 2021 Anomaly Detection Feature Engineering
Code Code Available Prototypical Cross-domain Self-supervised Learning for Few-shot Unsupervised Domain Adaptation Mar 31, 2021 Contrastive Learning Domain Adaptation
Code Code Available Neural Transformation Learning for Deep Anomaly Detection Beyond Images Mar 30, 2021 Anomaly Detection Self-Supervised Learning
Code Code Available Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data Mar 30, 2021 Change Detection Self-Supervised Learning
Code Code Available Broaden Your Views for Self-Supervised Video Learning Mar 30, 2021 Audio Classification Optical Flow Estimation
Code Code Available Self-supervised Graph Neural Networks without explicit negative sampling Mar 27, 2021 Contrastive Learning Data Augmentation
Code Code Available Quantum Self-Supervised Learning Mar 26, 2021 Self-Supervised Learning
Code Code Available Rethinking Self-Supervised Learning: Small is Beautiful Mar 25, 2021 Contrastive Learning Self-Supervised Learning
Code Code Available Vectorization and Rasterization: Self-Supervised Learning for Sketch and Handwriting Mar 25, 2021 Self-Supervised Learning Translation
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