Effective Self-supervised Pre-training on Low-compute Networks without Distillation Oct 6, 2022 Attribute Instance Segmentation
Code Code Available SimPer: Simple Self-Supervised Learning of Periodic Targets Oct 6, 2022 Inductive Bias Self-Supervised Learning
Code Code Available Exploring The Role of Mean Teachers in Self-supervised Masked Auto-Encoders Oct 5, 2022 Classification Instance Segmentation
Code Code Available CCC-wav2vec 2.0: Clustering aided Cross Contrastive Self-supervised learning of speech representations Oct 5, 2022 Automatic Speech Recognition (ASR) Clustering
Code Code Available Multi-task Self-supervised Graph Neural Networks Enable Stronger Task Generalization Oct 5, 2022 Link Prediction Node Classification
Code Code Available Improving Label-Deficient Keyword Spotting Through Self-Supervised Pretraining Oct 4, 2022 Keyword Spotting Self-Supervised Learning
Code Code Available Differentiable Raycasting for Self-supervised Occupancy Forecasting Oct 4, 2022 Autonomous Driving Motion Planning
Code Code Available Attention Distillation: self-supervised vision transformer students need more guidance Oct 3, 2022 Knowledge Distillation Self-Supervised Learning
Code Code Available Spectral Augmentation for Self-Supervised Learning on Graphs Oct 2, 2022 Contrastive Learning Node Classification
Code Code Available Multimodality Multi-Lead ECG Arrhythmia Classification using Self-Supervised Learning Sep 30, 2022 ECG Classification Knowledge Distillation
Code Code Available The Efficacy of Self-Supervised Speech Models for Audio Representations Sep 26, 2022 Onset Detection Pitch Classification
Code Code Available Dive into Self-Supervised Learning for Medical Image Analysis: Data, Models and Tasks Sep 25, 2022 Medical Image Analysis Self-Supervised Learning
Code Code Available CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation Sep 23, 2022 Contrastive Learning Image Segmentation
Code Code Available Attentive Symmetric Autoencoder for Brain MRI Segmentation Sep 19, 2022 Image Segmentation Medical Image Segmentation
Code Code Available NeRF-SOS: Any-View Self-supervised Object Segmentation on Complex Scenes Sep 19, 2022 NeRF Object
Code Code Available Self-Supervised Learning of Phenotypic Representations from Cell Images with Weak Labels Sep 16, 2022 Knowledge Distillation Self-Supervised Learning
Code Code Available Self-Supervised Learning with an Information Maximization Criterion Sep 16, 2022 Self-Supervised Learning
Code Code Available MetaMask: Revisiting Dimensional Confounder for Self-Supervised Learning Sep 16, 2022 Contrastive Learning Meta-Learning
Code Code Available Spatial-then-Temporal Self-Supervised Learning for Video Correspondence Sep 16, 2022 Contrastive Learning Self-Supervised Learning
Code Code Available Multi-Modal Masked Autoencoders for Medical Vision-and-Language Pre-Training Sep 15, 2022 Self-Supervised Learning
Code Code Available Improving Self-Supervised Learning by Characterizing Idealized Representations Sep 13, 2022 Contrastive Learning Self-Supervised Learning
Code Code Available Continual Learning, Fast and Slow Sep 6, 2022 Continual Learning Hippocampus
Code Code Available ChemBERTa-2: Towards Chemical Foundation Models Sep 5, 2022 Molecular Property Prediction Self-Supervised Learning
Code Code Available Multi-modal Masked Autoencoders Learn Compositional Histopathological Representations Sep 4, 2022 Self-Supervised Learning
Code Code Available Self-Supervised Pretraining for 2D Medical Image Segmentation Sep 1, 2022 Cardiac Segmentation Image Segmentation
Code Code Available Supervised Contrastive Learning with Hard Negative Samples Aug 31, 2022 Contrastive Learning Self-Supervised Learning
Code Code Available Self-Supervised Pyramid Representation Learning for Multi-Label Visual Analysis and Beyond Aug 30, 2022 Instance Segmentation Multi-Label Classification
Code Code Available CounTR: Transformer-based Generalised Visual Counting Aug 29, 2022 Exemplar-Free Counting Object Counting
Code Code Available Refine and Represent: Region-to-Object Representation Learning Aug 25, 2022 Instance Segmentation Object
Code Code Available Light-weight probing of unsupervised representations for Reinforcement Learning Aug 25, 2022 reinforcement-learning Reinforcement Learning
Code Code Available Augmenting Reinforcement Learning with Transformer-based Scene Representation Learning for Decision-making of Autonomous Driving Aug 24, 2022 Autonomous Driving Decision Making
Code Code Available Self-Supervised Endoscopic Image Key-Points Matching Aug 24, 2022 Deep Learning Self-Supervised Learning
Code Code Available Improving Knowledge-aware Recommendation with Multi-level Interactive Contrastive Learning Aug 22, 2022 Contrastive Learning Knowledge-Aware Recommendation
Code Code Available Heterogeneous Graph Masked Autoencoders Aug 21, 2022 Attribute Self-Supervised Learning
Code Code Available Relational Self-Supervised Learning on Graphs Aug 21, 2022 Graph Representation Learning Representation Learning
Code Code Available A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning Aug 18, 2022 Federated Learning Inference Attack
Code Code Available SensorSCAN: Self-Supervised Learning and Deep Clustering for Fault Diagnosis in Chemical Processes Aug 17, 2022 Anomaly Detection Chemical Process
Code Code Available Self-Supervised Vision Transformers for Malware Detection Aug 15, 2022 Binary Classification Malware Classification
Code Code Available Self-Supervised Learning for Anomalous Channel Detection in EEG Graphs: Application to Seizure Analysis Aug 15, 2022 EEG Electroencephalogram (EEG)
Code Code Available Consistency-based Self-supervised Learning for Temporal Anomaly Localization Aug 10, 2022 Anomaly Detection In Surveillance Videos Anomaly Localization
Code Code Available Non-Contrastive Self-Supervised Learning of Utterance-Level Speech Representations Aug 10, 2022 Emotion Recognition Self-Supervised Learning
Code Code Available TransDSSL: Transformer based Depth Estimation via Self-Supervised Learning Aug 5, 2022 Decoder Depth Estimation
Code Code Available COCOA: Cross Modality Contrastive Learning for Sensor Data Jul 31, 2022 Contrastive Learning Self-Supervised Learning
Code Code Available SdAE: Self-distillated Masked Autoencoder Jul 31, 2022 Descriptive Self-Supervised Learning
Code Code Available Contrastive UCB: Provably Efficient Contrastive Self-Supervised Learning in Online Reinforcement Learning Jul 29, 2022 Contrastive Learning Deep Reinforcement Learning
Code Code Available Self-supervised learning with rotation-invariant kernels Jul 28, 2022 Self-Supervised Learning
Code Code Available Self-Supervised Hypergraph Transformer for Recommender Systems Jul 28, 2022 Collaborative Filtering Data Augmentation
Code Code Available Dive into Big Model Training Jul 25, 2022 model Self-Supervised Learning
Code Code Available Self-supervised contrastive learning of echocardiogram videos enables label-efficient cardiac disease diagnosis Jul 23, 2022 Classification Contrastive Learning
Code Code Available Hyper-Representations for Pre-Training and Transfer Learning Jul 22, 2022 Knowledge Distillation Neural Architecture Search
Code Code Available 