Title
Tight Mutual Information Estimation With Contrastive Fenchel-Legendre Optimization Qing Guo Junya Chen Dong Wang Yuewei Yang Xinwei Deng Lawrence Carin Fan Li Jing-Zheng Huang Chenyang Tao 29 19 0 02 Jul 2021
Pretext Tasks selection for multitask self-supervised speech representation learning Salah Zaiem Titouan Parcollet S. Essid Abdel Heba SSL 24 12 0 01 Jul 2021
OPT: Omni-Perception Pre-Trainer for Cross-Modal Understanding and Generation Jing Liu Xinxin Zhu Fei Liu Longteng Guo Zijia Zhao ... Weining Wang Hanqing Lu Shiyu Zhou Jiajun Zhang Jinqiao Wang 39 37 0 01 Jul 2021
CLDA: Contrastive Learning for Semi-Supervised Domain Adaptation Ankit Singh 34 108 0 30 Jun 2021
A data-centric approach for improving ambiguous labels with combined semi-supervised classification and clustering Lars Schmarje M. Santarossa Simon-Martin Schroder Claudius Zelenka R. Kiko J. Stracke N. Volkmann Reinhard Koch 34 10 0 30 Jun 2021
Multi-Source domain adaptation via supervised contrastive learning and confident consistency regularization Marin Scalbert Maria Vakalopoulou Florent Couzinié-Devy 22 19 0 30 Jun 2021
Leveraging Hidden Structure in Self-Supervised Learning Emanuele Sansone SSL 28 0 0 30 Jun 2021
Exploring Localization for Self-supervised Fine-grained Contrastive Learning Di Wu Siyuan Li Z. Zang Stan Z. Li SSL 42 9 0 30 Jun 2021
Self-Contrastive Learning: Single-viewed Supervised Contrastive Framework using Sub-network Sangmin Bae Sungnyun Kim Jongwoo Ko Gihun Lee SeungJong Noh Se-Young Yun SSL 30 6 0 29 Jun 2021
Open-Set Representation Learning through Combinatorial Embedding Geeho Kim Junoh Kang Bohyung Han 15 1 0 29 Jun 2021
SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption Dara Bahri Heinrich Jiang Yi Tay Donald Metzler SSL 28 164 0 29 Jun 2021
OpenCoS: Contrastive Semi-supervised Learning for Handling Open-set Unlabeled Data Jongjin Park Sukmin Yun Jongheon Jeong Jinwoo Shin 39 29 0 29 Jun 2021
A Theory-Driven Self-Labeling Refinement Method for Contrastive Representation Learning Pan Zhou Caiming Xiong Xiaotong Yuan Guosheng Lin SSL 22 12 0 28 Jun 2021
Co $^2$ L: Contrastive Continual Learning Hyuntak Cha Jaeho Lee Jinwoo Shin CLL SSL VLM 60 295 0 28 Jun 2021
Time-Series Representation Learning via Temporal and Contextual Contrasting Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li Cuntai Guan AI4TS 42 492 0 26 Jun 2021
Intrinsically Motivated Self-supervised Learning in Reinforcement Learning Yue Zhao Chenzhuang Du Hang Zhao Tiejun Li SSL 21 4 0 26 Jun 2021
On the Robustness of Pretraining and Self-Supervision for a Deep Learning-based Analysis of Diabetic Retinopathy Vignesh Srinivasan Nils Strodthoff Jackie Ma Alexander Binder Klaus-Robert Muller Wojciech Samek OOD 20 6 0 25 Jun 2021
Decomposed Mutual Information Estimation for Contrastive Representation Learning Alessandro Sordoni Nouha Dziri Hannes Schulz Geoffrey J. Gordon Philip Bachman Rémi Tachet des Combes SSL 24 30 0 25 Jun 2021
From Canonical Correlation Analysis to Self-supervised Graph Neural Networks Hengrui Zhang Qitian Wu Junchi Yan David Wipf Philip S. Yu SSL 22 215 0 23 Jun 2021
Bootstrap Representation Learning for Segmentation on Medical Volumes and Sequences Zejian Chen Wei Zhuo Tianfu Wang Wufeng Xue Dong Ni 37 5 0 23 Jun 2021
Unsupervised Object-Level Representation Learning from Scene Images Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL OCL 38 73 0 22 Jun 2021
Credal Self-Supervised Learning Julian Lienen Eyke Hüllermeier SSL 27 21 0 22 Jun 2021
Winning the CVPR'2021 Kinetics-GEBD Challenge: Contrastive Learning Approach Hyolim Kang Jinwoo Kim Kyungmin Kim Taehyun Kim Seon Joo Kim 27 18 0 22 Jun 2021
Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification Dong Lee Sae-Young Chung 29 20 0 22 Jun 2021
Hi-BEHRT: Hierarchical Transformer-based model for accurate prediction of clinical events using multimodal longitudinal electronic health records Yikuan Li M. Mamouei G. Salimi-Khorshidi Shishir Rao A. Hassaine D. Canoy Thomas Lukasiewicz K. Rahimi 29 76 0 21 Jun 2021
Simple Distillation Baselines for Improving Small Self-supervised Models Jindong Gu Wei Liu Yonglong Tian 27 8 0 21 Jun 2021
VIMPAC: Video Pre-Training via Masked Token Prediction and Contrastive Learning Hao Tan Jie Lei Thomas Wolf Joey Tianyi Zhou 39 65 0 21 Jun 2021
Can contrastive learning avoid shortcut solutions? Joshua Robinson Li Sun Ke Yu Kayhan Batmanghelich Stefanie Jegelka S. Sra SSL 24 143 0 21 Jun 2021
SODA10M: A Large-Scale 2D Self/Semi-Supervised Object Detection Dataset for Autonomous Driving Jianhua Han Xiwen Liang Hang Xu Kai Chen Lanqing Hong ... Chao Ye Wei Zhang Zhenguo Li Xi Liang Chunjing Xu 16 77 0 21 Jun 2021
Visual Probing: Cognitive Framework for Explaining Self-Supervised Image Representations Witold Oleszkiewicz Dominika Basaj Igor Sieradzki Michal Górszczak Barbara Rychalska K. Lewandowska Tomasz Trzciñski Bartosz Zieliñski SSL 45 3 0 21 Jun 2021
Self-Supervised Tracking via Target-Aware Data Synthesis Xin Li Wenjie Pei Zikun Zhou Zhenyu He Huchuan Lu Ming-Hsuan Yang 27 19 0 21 Jun 2021
Trainable Class Prototypes for Few-Shot Learning Jianyi Li Guizhong Liu VLM 22 2 0 21 Jun 2021
How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers Andreas Steiner Alexander Kolesnikov Xiaohua Zhai Ross Wightman Jakob Uszkoreit Lucas Beyer ViT 66 618 0 18 Jun 2021
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting Martine Toering Ioannis Gatopoulos M. Stol Vincent Tao Hu SSL 40 11 0 18 Jun 2021
Investigating the Role of Negatives in Contrastive Representation Learning Jordan T. Ash Surbhi Goel A. Krishnamurthy Dipendra Kumar Misra SSL 29 49 0 18 Jun 2021
Efficient Self-supervised Vision Transformers for Representation Learning Chunyuan Li Jianwei Yang Pengchuan Zhang Mei Gao Bin Xiao Xiyang Dai Lu Yuan Jianfeng Gao ViT 40 209 0 17 Jun 2021
Multi-Label Learning from Single Positive Labels Elijah Cole Oisin Mac Aodha Titouan Lorieul Pietro Perona Dan Morris Nebojsa Jojic 28 108 0 17 Jun 2021
MaCLR: Motion-aware Contrastive Learning of Representations for Videos Fanyi Xiao Joseph Tighe Davide Modolo SSL 24 13 0 17 Jun 2021
Learning to Associate Every Segment for Video Panoptic Segmentation Sanghyun Woo Dahun Kim Joon-Young Lee In So Kweon VOS 33 29 0 17 Jun 2021
Frustratingly Easy Transferability Estimation Long-Kai Huang Ying Wei Yu Rong Qiang Yang Junzhou Huang 43 57 0 17 Jun 2021
Deep Contrastive Graph Representation via Adaptive Homotopy Learning Rui Zhang Chen Lu Ziheng Jiao Xuelong Li 29 4 0 17 Jun 2021
Dual-view Molecule Pre-training Jinhua Zhu Yingce Xia Tao Qin Wen-gang Zhou Houqiang Li Tie-Yan Liu AI4CE 27 51 0 17 Jun 2021
An Evaluation of Self-Supervised Pre-Training for Skin-Lesion Analysis Levy G. Chaves Alceu Bissoto Eduardo Valle Sandra Avila 32 15 0 17 Jun 2021
Long-Short Temporal Contrastive Learning of Video Transformers Jue Wang Gedas Bertasius Du Tran Lorenzo Torresani VLM ViT 35 50 0 17 Jun 2021
Contrastive Learning with Continuous Proxy Meta-Data for 3D MRI Classification Benoit Dufumier Pietro Gori J. Victor Antoine Grigis M. Wessa ... P. Favre M. Polosan C. Mcdonald C. Piguet Edouard Duchesnay SSL 24 66 0 16 Jun 2021
Self-Supervised Learning with Kernel Dependence Maximization Yazhe Li Roman Pogodin Danica J. Sutherland Arthur Gretton SSL 19 80 0 15 Jun 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 68 2,751 0 15 Jun 2021
ATD: Augmenting CP Tensor Decomposition by Self Supervision Chaoqi Yang Cheng Qian Navjot Singh Cao Xiao M. P. M. Brandon Westover Edgar Solomonik Jimeng Sun ViT 27 8 0 15 Jun 2021
Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification Mingkun Li Chun-Guang Li Jun Guo SSL 34 70 0 15 Jun 2021
Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled Data Ashraful Islam Chun-Fu Chen Yikang Shen Leonid Karlinsky Rogerio Feris Richard J. Radke 30 84 0 14 Jun 2021