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
Accurate 3D Object Detection using Energy-Based Models Fredrik K. Gustafsson Martin Danelljan Thomas B. Schon 3DPC 30 10 0 08 Dec 2020
CASTing Your Model: Learning to Localize Improves Self-Supervised Representations Ramprasaath R. Selvaraju Karan Desai Justin Johnson Nikhil Naik SSL 14 79 0 08 Dec 2020
Multi-Objective Interpolation Training for Robustness to Label Noise Diego Ortego Eric Arazo Paul Albert Noel E. O'Connor Kevin McGuinness NoLa 16 112 0 08 Dec 2020
Self-Supervision Closes the Gap Between Weak and Strong Supervision in Histology Olivier Dehaene Axel Camara O. Moindrot Axel de Lavergne P. Courtiol 13 68 0 07 Dec 2020
Seed the Views: Hierarchical Semantic Alignment for Contrastive Representation Learning Haohang Xu Xiaopeng Zhang Hao Li Lingxi Xie H. Xiong Qi Tian SSL 6 12 0 04 Dec 2020
Improved Contrastive Divergence Training of Energy Based Models Yilun Du Shuang Li J. Tenenbaum Igor Mordatch 14 138 0 02 Dec 2020
On Initial Pools for Deep Active Learning Akshay L Chandra Sai Vikas Desai Chaitanya Devaguptapu V. Balasubramanian 19 19 0 30 Nov 2020
Self-supervised Visual Reinforcement Learning with Object-centric Representations Andrii Zadaianchuk Maximilian Seitzer Georg Martius SSL OCL 6 41 0 29 Nov 2020
Time Series Change Point Detection with Self-Supervised Contrastive Predictive Coding Shohreh Deldari Daniel V. Smith Hao Xue Flora D. Salim AI4TS 17 107 0 28 Nov 2020
Self supervised contrastive learning for digital histopathology Ozan Ciga Tony Xu Anne L. Martel SSL 103 305 0 27 Nov 2020
Task Programming: Learning Data Efficient Behavior Representations Jennifer J. Sun Ann Kennedy Eric Zhan David J. Anderson Yisong Yue Pietro Perona 23 48 0 27 Nov 2020
Self-EMD: Self-Supervised Object Detection without ImageNet Songtao Liu Zeming Li Jian-jun Sun SSL ObjD 11 92 0 27 Nov 2020
How Well Do Self-Supervised Models Transfer? Linus Ericsson H. Gouk Timothy M. Hospedales SSL 30 274 0 26 Nov 2020
Can Temporal Information Help with Contrastive Self-Supervised Learning? Yutong Bai Haoqi Fan Ishan Misra Ganesh Venkatesh Yongyi Lu Yuyin Zhou Qihang Yu Vikas Chandra Alan Yuille 16 40 0 25 Nov 2020
Grafit: Learning fine-grained image representations with coarse labels Hugo Touvron Alexandre Sablayrolles Matthijs Douze Matthieu Cord Hervé Jégou SSL 22 68 0 25 Nov 2020
Unsupervised Object Detection with LiDAR Clues Haofei Tian Yuntao Chen Jifeng Dai Zhaoxiang Zhang Xizhou Zhu 3DPC 25 28 0 25 Nov 2020
No Subclass Left Behind: Fine-Grained Robustness in Coarse-Grained Classification Problems N. Sohoni Jared A. Dunnmon Geoffrey Angus Albert Gu Christopher Ré 16 240 0 25 Nov 2020
Contrastive Representation Learning for Whole Brain Cytoarchitectonic Mapping in Histological Human Brain Sections Christian Schiffer K. Amunts Stefan Harmeling Timo Dickscheid 6 10 0 25 Nov 2020
Unsupervised Domain Adaptation in Semantic Segmentation via Orthogonal and Clustered Embeddings Marco Toldo Umberto Michieli Pietro Zanuttigh OOD 21 44 0 25 Nov 2020
Dissecting Image Crops Basile Van Hoorick Carl Vondrick 18 9 0 24 Nov 2020
Boosting Contrastive Self-Supervised Learning with False Negative Cancellation T. Huynh Simon Kornblith Matthew R. Walter Michael Maire M. Khademi SSL 11 165 0 23 Nov 2020
Hierarchically Decoupled Spatial-Temporal Contrast for Self-supervised Video Representation Learning Zehua Zhang David J. Crandall AI4TS SSL 23 23 0 23 Nov 2020
The Emerging Trends of Multi-Label Learning Weiwei Liu Haobo Wang Xiaobo Shen Ivor W. Tsang 30 252 0 23 Nov 2020
CoMatch: Semi-supervised Learning with Contrastive Graph Regularization Junnan Li Caiming Xiong S. Hoi SSL 19 252 0 23 Nov 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 14 3,949 0 20 Nov 2020
Hybrid Consistency Training with Prototype Adaptation for Few-Shot Learning Meng Ye Xiaoyu Lin Giedrius Burachas Ajay Divakaran Yi Yao 12 2 0 19 Nov 2020
Geography-Aware Self-Supervised Learning Kumar Ayush Burak Uzkent Chenlin Meng Kumar Tanmay Marshall Burke David B. Lobell Stefano Ermon SSL 23 227 0 19 Nov 2020
Heterogeneous Contrastive Learning: Encoding Spatial Information for Compact Visual Representations Xinyue Huo Lingxi Xie Longhui Wei Xiaopeng Zhang Hao Li Zijie Yang Wen-gang Zhou Houqiang Li Qi Tian SSL 6 13 0 19 Nov 2020
Towards All-around Knowledge Transferring: Learning From Task-irrelevant Labels Yinghui Li Ruiyang Liu Zihao Zhang Ning Ding Ying Shen Li Tao Haitao Zheng 13 0 0 17 Nov 2020
Unsupervised Contrastive Learning of Sound Event Representations Eduardo Fonseca Diego Ortego Kevin McGuinness Noel E. O'Connor Xavier Serra SSL 19 65 0 15 Nov 2020
Bi-tuning of Pre-trained Representations Jincheng Zhong Ximei Wang Zhi Kou Jianmin Wang Mingsheng Long 10 21 0 12 Nov 2020
Unsupervised Video Representation Learning by Bidirectional Feature Prediction Nadine Behrmann Juergen Gall M. Noroozi SSL MDE 22 29 0 11 Nov 2020
Self-Supervised Out-of-Distribution Detection in Brain CT Scans Abinav Ravi Venkatakrishnan S. T. Kim R. Eisawy Franz MJ Pfister Nassir Navab OOD 16 22 0 10 Nov 2020
Towards Domain-Agnostic Contrastive Learning Vikas Verma Minh-Thang Luong Kenji Kawaguchi Hieu H. Pham Quoc V. Le SSL 15 115 0 09 Nov 2020
Intriguing Properties of Contrastive Losses Ting Chen Calvin Luo Lala Li 28 173 0 05 Nov 2020
Center-wise Local Image Mixture For Contrastive Representation Learning Hao Li Xiaopeng Zhang H. Xiong 8 8 0 05 Nov 2020
Learning Representations from Audio-Visual Spatial Alignment Pedro Morgado Yi Li Nuno Vasconcelos SSL 13 121 0 03 Nov 2020
Pretext-Contrastive Learning: Toward Good Practices in Self-supervised Video Representation Leaning L. Tao Xueting Wang T. Yamasaki VLM SSL 18 14 0 29 Oct 2020
Image Representations Learned With Unsupervised Pre-Training Contain Human-like Biases Ryan Steed Aylin Caliskan SSL 17 156 0 28 Oct 2020
Quantifying Learnability and Describability of Visual Concepts Emerging in Representation Learning Iro Laina Ruth C. Fong Andrea Vedaldi OCL 20 13 0 27 Oct 2020
Graph Contrastive Learning with Adaptive Augmentation Yanqiao Zhu Yichen Xu Feng Yu Qiang Liu Shu Wu Liang Wang 11 1,072 0 27 Oct 2020
Learning Contextual Tag Embeddings for Cross-Modal Alignment of Audio and Tags Xavier Favory K. Drossos Tuomas Virtanen Xavier Serra 18 15 0 27 Oct 2020
Contrastive Unsupervised Learning for Audio Fingerprinting Zhesong Yu Xingjian Du Bilei Zhu Zejun Ma 15 9 0 26 Oct 2020
Robust Pre-Training by Adversarial Contrastive Learning Ziyu Jiang Tianlong Chen Ting-Li Chen Zhangyang Wang 13 226 0 26 Oct 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 41 39,217 0 22 Oct 2020
Graph Attention Networks for Speaker Verification Jee-weon Jung Hee-Soo Heo Ha-Jin Yu Joon Son Chung 17 26 0 22 Oct 2020
Similarity Analysis of Self-Supervised Speech Representations Yu-An Chung Yonatan Belinkov James R. Glass SSL 28 36 0 22 Oct 2020
BYOL works even without batch statistics Pierre Harvey Richemond Jean-Bastien Grill Florent Altché Corentin Tallec Florian Strub ... Samuel L. Smith Soham De Razvan Pascanu Bilal Piot Michal Valko SSL 244 114 0 20 Oct 2020
Robust Optimization as Data Augmentation for Large-scale Graphs Kezhi Kong G. Li Mucong Ding Zuxuan Wu Chen Zhu Bernard Ghanem Gavin Taylor Tom Goldstein 101 74 0 19 Oct 2020
Self-supervised Geometric Features Discovery via Interpretable Attention for Vehicle Re-Identification and Beyond Ming Li Xinming Huang Ziming Zhang SSL 25 41 0 19 Oct 2020