Learning neural audio features without supervision Mar 29, 2022 Audio Classification Self-Supervised Learning
— Unverified Learning Optical Flow, Depth, and Scene Flow without Real-World Labels Mar 28, 2022 Autonomous Driving Depth Estimation
— Unverified S2-Net: Self-supervision Guided Feature Representation Learning for Cross-Modality Images Mar 28, 2022 Representation Learning Self-Supervised Learning
— Unverified Learning Where to Learn in Cross-View Self-Supervised Learning Mar 28, 2022 object-detection Object Detection
Code Code Available Frame-wise Action Representations for Long Videos via Sequence Contrastive Learning Mar 28, 2022 Action Classification Contrastive Learning
Code Code Available Investigating Active-learning-based Training Data Selection for Speech Spoofing Countermeasure Mar 28, 2022 Active Learning Data Augmentation
— Unverified Curriculum learning for self-supervised speaker verification Mar 28, 2022 Self-Supervised Learning Speaker Recognition
— Unverified Audio-Adaptive Activity Recognition Across Video Domains Mar 27, 2022 Activity Recognition Domain Adaptation
Code Code Available Mugs: A Multi-Granular Self-Supervised Learning Framework Mar 27, 2022 Contrastive Learning Self-Supervised Image Classification
Code Code Available How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning? Mar 27, 2022 Self-Supervised Learning Sensitivity
Code Code Available 3D-OAE: Occlusion Auto-Encoders for Self-Supervised Learning on Point Clouds Mar 26, 2022 Decoder Representation Learning
Code Code Available Contrastive Graph Learning for Population-based fMRI Classification Mar 26, 2022 Classification Functional Connectivity
Code Code Available Improving Contrastive Learning with Model Augmentation Mar 25, 2022 Contrastive Learning Data Augmentation
Code Code Available Intelligent Masking: Deep Q-Learning for Context Encoding in Medical Image Analysis Mar 25, 2022 Medical Image Analysis Q-Learning
Code Code Available Self-supervised Semantic Segmentation Grounded in Visual Concepts Mar 25, 2022 Representation Learning Segmentation
— Unverified Semi-supervised machine learning model for analysis of nanowire morphologies from transmission electron microscopy images Mar 25, 2022 BIG-bench Machine Learning Instance Segmentation
Code Code Available DeLoRes: Decorrelating Latent Spaces for Low-Resource Audio Representation Learning Mar 25, 2022 Representation Learning Self-Supervised Learning
Code Code Available Chaos is a Ladder: A New Theoretical Understanding of Contrastive Learning via Augmentation Overlap Mar 25, 2022 ARC Contrastive Learning
Code Code Available Tackling Online One-Class Incremental Learning by Removing Negative Contrasts Mar 24, 2022 class-incremental learning Class Incremental Learning
— Unverified CVF-SID: Cyclic multi-Variate Function for Self-Supervised Image Denoising by Disentangling Noise from Image Mar 24, 2022 Denoising Image Denoising
Code Code Available What to Hide from Your Students: Attention-Guided Masked Image Modeling Mar 23, 2022 Language Modeling Language Modelling
Code Code Available Learning Scene Flow in 3D Point Clouds with Noisy Pseudo Labels Mar 23, 2022 Pseudo Label Self-Supervised Learning
— Unverified The Challenges of Continuous Self-Supervised Learning Mar 23, 2022 Representation Learning Self-Supervised Learning
— Unverified Negative Selection by Clustering for Contrastive Learning in Human Activity Recognition Mar 23, 2022 Activity Recognition Clustering
— Unverified Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection Mar 23, 2022 DeepFake Detection Diversity
Code Code Available Interpretable Prediction of Lung Squamous Cell Carcinoma Recurrence With Self-supervised Learning Mar 23, 2022 Multiple Instance Learning Self-Supervised Learning
Code Code Available Self-Supervised Robust Scene Flow Estimation via the Alignment of Probability Density Functions Mar 23, 2022 Scene Flow Estimation Self-Supervised Learning
— Unverified Unifying Motion Deblurring and Frame Interpolation with Events Mar 23, 2022 Deblurring Self-Supervised Learning
Code Code Available Text Transformations in Contrastive Self-Supervised Learning: A Review Mar 22, 2022 Contrastive Learning Representation Learning
— Unverified Federated Self-Supervised Learning for Acoustic Event Classification Mar 22, 2022 Classification Continual Learning
— Unverified Representation Uncertainty in Self-Supervised Learning as Variational Inference Mar 22, 2022 Representation Learning Self-Supervised Learning
— Unverified Channel Self-Supervision for Online Knowledge Distillation Mar 22, 2022 Diversity Knowledge Distillation
— Unverified Self-supervision through Random Segments with Autoregressive Coding (RandSAC) Mar 22, 2022 Decoder Representation Learning
— Unverified Language modeling via stochastic processes Mar 21, 2022 Contrastive Learning Language Modeling
Code Code Available Masked Discrimination for Self-Supervised Learning on Point Clouds Mar 21, 2022 3D Shape Classification Binary Classification
Code Code Available Dense Siamese Network for Dense Unsupervised Learning Mar 21, 2022 Self-Supervised Learning Semantic Segmentation
Code Code Available Unsupervised Network Embedding Beyond Homophily Mar 21, 2022 Network Embedding Self-Supervised Learning
Code Code Available Longitudinal Self-Supervision for COVID-19 Pathology Quantification Mar 21, 2022 Deep Learning Self-Supervised Learning
— Unverified Occlusion-Aware Self-Supervised Monocular 6D Object Pose Estimation Mar 19, 2022 6D Pose Estimation 6D Pose Estimation using RGB
Code Code Available Inferring topological transitions in pattern-forming processes with self-supervised learning Mar 19, 2022 Self-Supervised Learning
Code Code Available Rethinking the optimization process for self-supervised model-driven MRI reconstruction Mar 18, 2022 Deep Learning Image Reconstruction
— Unverified View-Consistent Heterogeneous Network on Graphs With Few Labeled Nodes Mar 17, 2022 Node Classification Self-Supervised Learning
Code Code Available GATE: Graph CCA for Temporal SElf-supervised Learning for Label-efficient fMRI Analysis Mar 17, 2022 Classification Representation Learning
Code Code Available DATA: Domain-Aware and Task-Aware Self-supervised Learning Mar 17, 2022 image-classification Image Classification
Code Code Available Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning Mar 17, 2022 Attribute Few-Shot Image Classification
Code Code Available Contrastive Learning with Positive-Negative Frame Mask for Music Representation Mar 17, 2022 Contrastive Learning Cover song identification
— Unverified Object discovery and representation networks Mar 16, 2022 Instance Segmentation Object
Code Code Available Weak Augmentation Guided Relational Self-Supervised Learning Mar 16, 2022 Contrastive Learning Relation
Code Code Available Self-Supervised Deep Learning to Enhance Breast Cancer Detection on Screening Mammography Mar 16, 2022 Breast Cancer Detection Diversity
— Unverified Pushing the limits of raw waveform speaker recognition Mar 16, 2022 Self-Supervised Learning Speaker Recognition
Code Code Available 