A Simple Framework for Contrastive Learning of Visual Representations

13 February 2020

Papers citing "A Simple Framework for Contrastive Learning of Visual Representations"

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Title
End-to-end Multi-modal Video Temporal Grounding Yi-Wen Chen Yi-Hsuan Tsai Ming-Hsuan Yang 11 51 0 12 Jul 2021
Anatomy-Constrained Contrastive Learning for Synthetic Segmentation without Ground-truth Bo Zhou Chi Liu James S. Duncan MedIm 54 18 0 12 Jul 2021
CoBERL: Contrastive BERT for Reinforcement Learning Andrea Banino Adria Puidomenech Badia Jacob Walker Tim Scholtes Jovana Mitrović Charles Blundell OffRL 30 36 0 12 Jul 2021
Geographical Knowledge-driven Representation Learning for Remote Sensing Images Wenyuan Li Keyan Chen Hao Chen Zhenwei Shi SSL 38 64 0 12 Jul 2021
Semi-Supervised Object Detection with Adaptive Class-Rebalancing Self-Training Fangyuan Zhang Tianxiang Pan Bin Wang 31 54 0 11 Jul 2021
Layer-wise Analysis of a Self-supervised Speech Representation Model Ankita Pasad Ju-Chieh Chou Karen Livescu SSL 26 287 0 10 Jul 2021
Challenges for machine learning in clinical translation of big data imaging studies Nicola K. Dinsdale Emma Bluemke V. Sundaresan M. Jenkinson Stephen Smith Ana I. L. Namburete AI4CE 32 41 0 07 Jul 2021
SelfCF: A Simple Framework for Self-supervised Collaborative Filtering Xin Zhou Aixin Sun Yong-jin Liu Jie M. Zhang C. Miao SSL 27 76 0 07 Jul 2021
Do Different Tracking Tasks Require Different Appearance Models? Zhongdao Wang Hengshuang Zhao Yali Li Shengjin Wang Philip H. S. Torr Luca Bertinetto 37 82 0 05 Jul 2021
A topological solution to object segmentation and tracking Thomas R. Tsao Doris Y. Tsao VOS 22 17 0 05 Jul 2021
Self-Contrastive Learning with Hard Negative Sampling for Self-supervised Point Cloud Learning Bianli Du Xiang Gao Wei Hu Xin Li 3DPC SSL 12 81 0 05 Jul 2021
Blind Image Super-Resolution via Contrastive Representation Learning Jiahui Zhang Shijian Lu Fangneng Zhan Yingchen Yu 28 51 0 01 Jul 2021
Stabilizing Deep Q-Learning with ConvNets and Vision Transformers under Data Augmentation Nicklas Hansen H. Su Xiaolong Wang OffRL 23 133 0 01 Jul 2021
CLINE: Contrastive Learning with Semantic Negative Examples for Natural Language Understanding Dong Wang Ning Ding Pijian Li Haitao Zheng AAML 34 115 0 01 Jul 2021
Cross-domain Few-shot Learning with Task-specific Adapters Weihong Li Xialei Liu Hakan Bilen OOD 25 113 0 01 Jul 2021
A Survey on Graph-Based Deep Learning for Computational Histopathology David Ahmedt-Aristizabal M. Armin Simon Denman Clinton Fookes L. Petersson GNN AI4CE 19 107 0 01 Jul 2021
CLDA: Contrastive Learning for Semi-Supervised Domain Adaptation Ankit Singh 26 108 0 30 Jun 2021
Zoo-Tuning: Adaptive Transfer from a Zoo of Models Yang Shu Zhi Kou Zhangjie Cao Jianmin Wang Mingsheng Long 21 44 0 29 Jun 2021
Adaptive Sample Selection for Robust Learning under Label Noise Deep Patel P. Sastry OOD NoLa 28 29 0 29 Jun 2021
AutoNovel: Automatically Discovering and Learning Novel Visual Categories Kai Han Sylvestre-Alvise Rebuffi Sébastien Ehrhardt Andrea Vedaldi Andrew Zisserman SSL 24 124 0 29 Jun 2021
SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption Dara Bahri Heinrich Jiang Yi Tay Donald Metzler SSL 17 163 0 29 Jun 2021
Co $^2$ L: Contrastive Continual Learning Hyuntak Cha Jaeho Lee Jinwoo Shin CLL SSL VLM 43 291 0 28 Jun 2021
Learning-based Framework for Sensor Fault-Tolerant Building HVAC Control with Model-assisted Learning Shichao Xu Yangyang Fu Yixuan Wang Zheng O’Neill Qi Zhu AI4CE 11 16 0 27 Jun 2021
Semi-supervised Semantic Segmentation with Directional Context-aware Consistency Xin Lai Zhuotao Tian Li Jiang Shu-Lin Liu Hengshuang Zhao Liwei Wang Jiaya Jia 41 206 0 27 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 22 490 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 10 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 22 29 0 25 Jun 2021
Multilingual transfer of acoustic word embeddings improves when training on languages related to the target zero-resource language C. Jacobs Herman Kamper 27 10 0 24 Jun 2021
Unsupervised Object-Level Representation Learning from Scene Images Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL OCL 30 73 0 22 Jun 2021
DocFormer: End-to-End Transformer for Document Understanding Srikar Appalaraju Bhavan A. Jasani Bhargava Urala Kota Yusheng Xie R. Manmatha ViT 29 270 0 22 Jun 2021
Towards Long-Form Video Understanding Chaoxia Wu Philipp Krahenbuhl VLM ViT 38 165 0 21 Jun 2021
Simple Distillation Baselines for Improving Small Self-supervised Models Jindong Gu Wei Liu Yonglong Tian 19 8 0 21 Jun 2021
Coherent, super resolved radar beamforming using self-supervised learning Itai Orr Moshik Cohen Harel Damari M. Halachmi Z. Zalevsky 27 14 0 21 Jun 2021
Can contrastive learning avoid shortcut solutions? Joshua Robinson Li Sun Ke Yu Kayhan Batmanghelich Stefanie Jegelka S. Sra SSL 19 142 0 21 Jun 2021
Multi-level Feature Learning for Contrastive Multi-view Clustering Jie Xu Huayi Tang Yazhou Ren Liang Peng Xiao-lan Zhu Lifang He 24 161 0 21 Jun 2021
Interventional Video Grounding with Dual Contrastive Learning Guoshun Nan Rui Qiao Yao Xiao Jun Liu Sicong Leng H. Zhang Wei Lu 23 144 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 22 19 0 21 Jun 2021
A Comprehensive Survey of Image-Based Food Recognition and Volume Estimation Methods for Dietary Assessment G. Tahir C. K. Loo 19 60 0 21 Jun 2021
Trainable Class Prototypes for Few-Shot Learning Jianyi Li Guizhong Liu VLM 17 2 0 21 Jun 2021
Humble Teachers Teach Better Students for Semi-Supervised Object Detection Yihe Tang Weifeng Chen Yijun Luo Yuting Zhang 36 177 0 19 Jun 2021
The Animal ID Problem: Continual Curation Charles V. Stewart Jason Parham Jason A. Holmberg T. Berger-Wolf 11 8 0 18 Jun 2021
Self-supervised Incremental Deep Graph Learning for Ethereum Phishing Scam Detection Shucheng Li Fengyuan Xu Runchuan Wang Sheng Zhong GNN 24 21 0 18 Jun 2021
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting Martine Toering Ioannis Gatopoulos M. Stol Vincent Tao Hu SSL 30 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 32 209 0 17 Jun 2021
Learning to Predict Visual Attributes in the Wild Khoi Pham Kushal Kafle Zhe-nan Lin Zhi Ding Scott D. Cohen Q. Tran Abhinav Shrivastava 16 107 0 17 Jun 2021
Poisoning and Backdooring Contrastive Learning Nicholas Carlini Andreas Terzis 27 156 0 17 Jun 2021
Prototypical Graph Contrastive Learning Shuai Lin Pan Zhou Zi-Yuan Hu Shuojia Wang Ruihui Zhao Yefeng Zheng Liang Lin Eric P. Xing Xiaodan Liang 18 86 0 17 Jun 2021
Large-Scale Chemical Language Representations Capture Molecular Structure and Properties Jerret Ross Brian M. Belgodere Vijil Chenthamarakshan Inkit Padhi Youssef Mroueh Payel Das AI4CE 21 272 0 17 Jun 2021
Learning to Associate Every Segment for Video Panoptic Segmentation Sanghyun Woo Dahun Kim Joon-Young Lee In So Kweon VOS 27 29 0 17 Jun 2021