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
New Insights on Reducing Abrupt Representation Change in Online Continual Learning Lucas Page-Caccia Rahaf Aljundi Nader Asadi Tinne Tuytelaars Joelle Pineau Eugene Belilovsky CLL 21 185 0 11 Apr 2021
Disentangled Contrastive Learning for Learning Robust Textual Representations Xiang Chen Xin Xie Zhen Bi Hongbin Ye Shumin Deng Ningyu Zhang Huajun Chen 33 5 0 11 Apr 2021
Direct Differentiable Augmentation Search Aoming Liu Zehao Huang Zhiwu Huang Naiyan Wang 25 32 0 09 Apr 2021
SiT: Self-supervised vIsion Transformer Sara Atito Ali Ahmed Muhammad Awais J. Kittler ViT 31 139 0 08 Apr 2021
Layer Reduction: Accelerating Conformer-Based Self-Supervised Model via Layer Consistency Jinchuan Tian Rongzhi Gu Helin Wang Yuexian Zou 21 0 0 08 Apr 2021
Track, Check, Repeat: An EM Approach to Unsupervised Tracking Adam W. Harley Yiming Zuo Jing Wen Ayush Mangal Shubhankar Potdar Ritwick Chaudhry Katerina Fragkiadaki 23 9 0 07 Apr 2021
OVANet: One-vs-All Network for Universal Domain Adaptation Kuniaki Saito Kate Saenko 31 141 0 07 Apr 2021
Self-Supervised Learning for Gastritis Detection with Gastric X-ray Images Guang Li Ren Togo Takahiro Ogawa Miki Haseyama 20 11 0 07 Apr 2021
Comparing Transfer and Meta Learning Approaches on a Unified Few-Shot Classification Benchmark Vincent Dumoulin N. Houlsby Utku Evci Xiaohua Zhai Ross Goroshin Sylvain Gelly Hugo Larochelle 19 26 0 06 Apr 2021
Neural Feature Search for RGB-Infrared Person Re-Identification Yehansen Chen Lin Wan Zhihang Li Qianyan Jing Zongyuan Sun 34 138 0 06 Apr 2021
Contrastive Syn-to-Real Generalization Wuyang Chen Zhiding Yu Shalini De Mello Sifei Liu J. Álvarez Zhangyang Wang Anima Anandkumar 15 46 0 06 Apr 2021
Generating Furry Cars: Disentangling Object Shape & Appearance across Multiple Domains Utkarsh Ojha Krishna Kumar Singh Yong Jae Lee OOD 19 6 0 05 Apr 2021
Multiview Pseudo-Labeling for Semi-supervised Learning from Video Bo Xiong Haoqi Fan Kristen Grauman Christoph Feichtenhofer SSL 19 49 0 01 Apr 2021
Jigsaw Clustering for Unsupervised Visual Representation Learning Pengguang Chen Shu-Lin Liu Jiaya Jia SSL VLM 25 52 0 01 Apr 2021
Rethinking Self-supervised Correspondence Learning: A Video Frame-level Similarity Perspective Jiarui Xu Xiaolong Wang VOS 25 92 0 31 Mar 2021
Contrastive Learning of Single-Cell Phenotypic Representations for Treatment Classification A. Perakis A. Gorji Samriddhi Jain K. Chaitanya Simone Rizza E. Konukoglu SSL 21 33 0 30 Mar 2021
Broaden Your Views for Self-Supervised Video Learning Adrià Recasens Pauline Luc Jean-Baptiste Alayrac Luyu Wang Ross Hemsley ... Florent Altché M. Valko Jean-Bastien Grill Aaron van den Oord Andrew Zisserman SSL AI4TS 23 127 0 30 Mar 2021
ICE: Inter-instance Contrastive Encoding for Unsupervised Person Re-identification Hao Chen Benoit Lagadec F. Brémond SSL 23 187 0 30 Mar 2021
Progressive Domain Expansion Network for Single Domain Generalization Lei Li Ke Gao Juan Cao Ziyao Huang Yepeng Weng Xiaoyue Mi Zhengze Yu Xiaoya Li Boyang Xia OOD AI4CE 19 158 0 30 Mar 2021
PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering Jang Hyun Cho Utkarsh Mall Kavita Bala B. Hariharan 21 191 0 30 Mar 2021
Classification of Seeds using Domain Randomization on Self-Supervised Learning Frameworks Venkat Margapuri Michael L. Neilsen 6 7 0 29 Mar 2021
Improved Meta-Learning Training for Speaker Verification Yafeng Chen Wu Guo Bin Gu 11 7 0 29 Mar 2021
Elsa: Energy-based learning for semi-supervised anomaly detection Sungwon Han Hyeonho Song Seungeon Lee Sungwon Park M. Cha 27 12 0 29 Mar 2021
Explaining Representation by Mutual Information Li Gu SSL FAtt 32 0 0 28 Mar 2021
Contrasting Contrastive Self-Supervised Representation Learning Pipelines Klemen Kotar Gabriel Ilharco Ludwig Schmidt Kiana Ehsani Roozbeh Mottaghi SSL 23 45 0 25 Mar 2021
Vectorization and Rasterization: Self-Supervised Learning for Sketch and Handwriting A. Bhunia Pinaki Nath Chowdhury Yongxin Yang Timothy M. Hospedales Tao Xiang Yi-Zhe Song SSL 15 59 0 25 Mar 2021
Artificial Intelligence in Tumor Subregion Analysis Based on Medical Imaging: A Review Mingquan Lin Jacob F. Wynne Y. Lei Tonghe Wang W. Curran Tian Liu Xiaofeng Yang 27 24 0 25 Mar 2021
A Broad Study on the Transferability of Visual Representations with Contrastive Learning Ashraful Islam Chun-Fu Chen Rameswar Panda Leonid Karlinsky Richard J. Radke Rogerio Feris SSL 18 112 0 24 Mar 2021
Factors of Influence for Transfer Learning across Diverse Appearance Domains and Task Types Thomas Mensink J. Uijlings Alina Kuznetsova Michael Gygli V. Ferrari VLM 32 80 0 24 Mar 2021
Learning Salient Boundary Feature for Anchor-free Temporal Action Localization Chuming Lin C. Xu Donghao Luo Yabiao Wang Ying Tai Chengjie Wang Jilin Li Feiyue Huang Yanwei Fu 19 250 0 24 Mar 2021
Revamping Cross-Modal Recipe Retrieval with Hierarchical Transformers and Self-supervised Learning Amaia Salvador Erhan Gundogdu Loris Bazzani M. Donoser ViT 10 57 0 24 Mar 2021
Jo-SRC: A Contrastive Approach for Combating Noisy Labels Yazhou Yao Zeren Sun Chuanyi Zhang Fumin Shen Qi Wu Jian Andrew Zhang Zhenmin Tang NoLa 33 133 0 24 Mar 2021
Region Similarity Representation Learning Tete Xiao Colorado Reed Xiaolong Wang Kurt Keutzer Trevor Darrell VLM SSL 27 116 0 24 Mar 2021
Characterizing and Improving the Robustness of Self-Supervised Learning through Background Augmentations Chaitanya K. Ryali D. Schwab Ari S. Morcos SSL 24 9 0 23 Mar 2021
Self-Supervised Pretraining Improves Self-Supervised Pretraining Colorado Reed Xiangyu Yue Aniruddha Nrusimha Sayna Ebrahimi Vivek Vijaykumar ... Shanghang Zhang Devin Guillory Sean L. Metzger Kurt Keutzer Trevor Darrell 25 105 0 23 Mar 2021
Self-supervised representation learning from 12-lead ECG data Temesgen Mehari Nils Strodthoff SSL 16 141 0 23 Mar 2021
On Exposing the Challenging Long Tail in Future Prediction of Traffic Actors Osama Makansi Özgün Çiçek Yassine Marrakchi Thomas Brox 29 46 0 23 Mar 2021
BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search Changlin Li Tao Tang Guangrun Wang Jiefeng Peng Bing Wang Xiaodan Liang Xiaojun Chang ViT 37 105 0 23 Mar 2021
Instance-level Image Retrieval using Reranking Transformers Fuwen Tan Jiangbo Yuan Vicente Ordonez ViT 21 89 0 22 Mar 2021
Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning Zheda Mai Ruiwen Li Hyunwoo J. Kim Scott Sanner CLL 23 180 0 22 Mar 2021
SSD: A Unified Framework for Self-Supervised Outlier Detection Vikash Sehwag M. Chiang Prateek Mittal OODD 14 330 0 22 Mar 2021
Transformer Meets Tracker: Exploiting Temporal Context for Robust Visual Tracking Ning Wang Wen-gang Zhou Jie Wang Houqiang Li ViT 20 518 0 22 Mar 2021
Cluster Contrast for Unsupervised Person Re-Identification Zuozhuo Dai Guangyuan Wang Weihao Yuan Xiaoli Liu Siyu Zhu P. Tan 21 212 0 22 Mar 2021
Unsupervised Feature Learning for Manipulation with Contrastive Domain Randomization Carmel Rabinovitz Niko A. Grupen Aviv Tamar OOD SSL 12 3 0 20 Mar 2021
Efficient Visual Pretraining with Contrastive Detection Olivier J. Hénaff Skanda Koppula Jean-Baptiste Alayrac Aaron van den Oord Oriol Vinyals João Carreira VLM SSL 18 162 0 19 Mar 2021
Consistency-based Active Learning for Object Detection Weiping Yu Sijie Zhu Taojiannan Yang C. L. P. Chen ObjD 20 50 0 18 Mar 2021
Space-Time Crop & Attend: Improving Cross-modal Video Representation Learning Mandela Patrick Yuki M. Asano Bernie Huang Ishan Misra Florian Metze Joao Henriques Andrea Vedaldi AI4TS 16 33 0 18 Mar 2021
Self-Supervised Learning of Audio Representations from Permutations with Differentiable Ranking Andrew N. Carr Quentin Berthet Mathieu Blondel O. Teboul Neil Zeghidour SSL 8 24 0 17 Mar 2021
ALADIN: All Layer Adaptive Instance Normalization for Fine-grained Style Similarity Dan Ruta Saeid Motiian Baldo Faieta Zhe-nan Lin Hailin Jin Alex Filipkowski Andrew Gilbert John Collomosse AI4CE 30 32 0 17 Mar 2021
Training GANs with Stronger Augmentations via Contrastive Discriminator Jongheon Jeong Jinwoo Shin 14 65 0 17 Mar 2021