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Discriminative Unsupervised Feature Learning with Exemplar Convolutional Neural Networks

26 June 2014

Alexey Dosovitskiy

Philipp Fischer

Jost Tobias Springenberg

Martin Riedmiller

Thomas Brox

OOD

SSL

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Papers citing "Discriminative Unsupervised Feature Learning with Exemplar Convolutional Neural Networks"

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Unsupervised deep learning for grading of age-related macular degeneration using retinal fundus images Baladitya Yellapragada Sascha Hornauer Kiersten Snyder Stella X. Yu Glenn Yiu MedIm 33 4 0 22 Oct 2020
CLAR: Contrastive Learning of Auditory Representations Haider Al-Tahan Y. Mohsenzadeh SSL 193 56 0 19 Oct 2020
Federated Unsupervised Representation Learning Fengda Zhang Kun Kuang Zhaoyang You Tao Shen Jun Xiao Yin Zhang Chao-Xiang Wu Yueting Zhuang Xiaolin Li FedML 89 137 0 18 Oct 2020
Viewmaker Networks: Learning Views for Unsupervised Representation Learning Alex Tamkin Mike Wu Noah D. Goodman SSL 131 64 0 14 Oct 2020
Unsupervised Semantic Aggregation and Deformable Template Matching for Semi-Supervised Learning Tao Han Junyu Gao Yuan. Yuan Qi. Wang 79 27 0 12 Oct 2020
Contrastive Representation Learning: A Framework and Review Phúc H. Lê Khắc Graham Healy Alan F. Smeaton SSL AI4TS 324 718 0 10 Oct 2020
Representation learning from videos in-the-wild: An object-centric approach Rob Romijnders Aravindh Mahendran Michael Tschannen Josip Djolonga Marvin Ritter N. Houlsby Mario Lucic OCL SSL 70 8 0 06 Oct 2020
CO2: Consistent Contrast for Unsupervised Visual Representation Learning Chen Wei Huiyu Wang Wei Shen Alan Yuille SSL 85 63 0 05 Oct 2020
A Simple Framework for Uncertainty in Contrastive Learning Mike Wu Noah D. Goodman UQCV 96 19 0 05 Oct 2020
Conditional Negative Sampling for Contrastive Learning of Visual Representations Mike Wu Milan Mossé Chengxu Zhuang Daniel L. K. Yamins Noah D. Goodman SSL 108 79 0 05 Oct 2020
EqCo: Equivalent Rules for Self-supervised Contrastive Learning Benjin Zhu Junqiang Huang Zeming Li Xiangyu Zhang Jian Sun SSL 79 13 0 05 Oct 2020
Hard Negative Mixing for Contrastive Learning Yannis Kalantidis Mert Bulent Sariyildiz Noé Pion Philippe Weinzaepfel Diane Larlus SSL 142 647 0 02 Oct 2020
Contrastive Clustering Yunfan Li Peng Hu Zitao Liu Dezhong Peng Qiufeng Wang Xi Peng 76 635 0 21 Sep 2020
Self-supervised pre-training and contrastive representation learning for multiple-choice video QA Seonhoon Kim Seohyeong Jeong Eunbyul Kim Inho Kang Nojun Kwak SSL 113 40 0 17 Sep 2020
A Self-Supervised Gait Encoding Approach with Locality-Awareness for 3D Skeleton Based Person Re-Identification Haocong Rao Siqi Wang Xiping Hu Mingkui Tan Yi Guo Jun Cheng Xinwang Liu Bin Hu 3DH 76 69 0 05 Sep 2020
A Framework For Contrastive Self-Supervised Learning And Designing A New Approach William Falcon Kyunghyun Cho SSL 71 104 0 31 Aug 2020
Delving into Inter-Image Invariance for Unsupervised Visual Representations Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL VLM 76 59 0 26 Aug 2020
Self-Path: Self-supervision for Classification of Pathology Images with Limited Annotations Navid Alemi Koohbanani Balagopal Unnikrishnan S. Khurram Pavitra Krishnaswamy Nasir M. Rajpoot SSL 99 166 0 12 Aug 2020
What My Motion tells me about Your Pose: A Self-Supervised Monocular 3D Vehicle Detector Cédric Picron Punarjay Chakravarty Tom Roussel Tinne Tuytelaars 24 0 0 29 Jul 2020
Demystifying Contrastive Self-Supervised Learning: Invariances, Augmentations and Dataset Biases Senthil Purushwalkam Abhinav Gupta SSL 91 219 0 28 Jul 2020
Self-supervised Learning for Large-scale Item Recommendations Tiansheng Yao Xinyang Yi D. Cheng Felix X. Yu Ting-Li Chen ... Lichan Hong Ed H. Chi S. Tjoa Jieqi Kang Evan Ettinger SSL 84 49 0 25 Jul 2020
CrossTransformers: spatially-aware few-shot transfer Carl Doersch Ankush Gupta Andrew Zisserman ViT 294 338 0 22 Jul 2020
Exploiting Temporal Coherence for Self-Supervised One-shot Video Re-identification Dripta S. Raychaudhuri Amit K. Roy-Chowdhury 70 11 0 21 Jul 2020
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation Cheng Ouyang C. Biffi Chen Chen Turkay Kart Huaqi Qiu Daniel Rueckert 104 210 0 20 Jul 2020
Semi-Siamese Training for Shallow Face Learning Hang Du Hailin Shi Yuchi Liu Jun Wang Zhen Lei Dan Zeng Tao Mei CVBM 3DH 119 27 0 16 Jul 2020
Whitening for Self-Supervised Representation Learning Aleksandr Ermolov Aliaksandr Siarohin E. Sangineto N. Sebe SSL 110 316 0 13 Jul 2020
Adversarial Self-Supervised Learning for Semi-Supervised 3D Action Recognition Chenyang Si Xuecheng Nie Wei Wang Liang Wang Tieniu Tan Jiashi Feng SSL 110 66 0 12 Jul 2020
Semi-Supervised Crowd Counting via Self-Training on Surrogate Tasks Yan Liu Lingqiao Liu Peng Wang Pingping Zhang Yinjie Lei SSL 64 77 0 07 Jul 2020
Data Augmenting Contrastive Learning of Speech Representations in the Time Domain Eugene Kharitonov M. Rivière Gabriel Synnaeve Lior Wolf Pierre-Emmanuel Mazaré Matthijs Douze Emmanuel Dupoux 134 118 0 02 Jul 2020
Debiased Contrastive Learning Ching-Yao Chuang Joshua Robinson Yen-Chen Lin Antonio Torralba Stefanie Jegelka SSL 103 567 0 01 Jul 2020
Self-Supervised MultiModal Versatile Networks Jean-Baptiste Alayrac Adrià Recasens R. Schneider Relja Arandjelović Jason Ramapuram J. Fauw Lucas Smaira Sander Dieleman Andrew Zisserman SSL 184 375 0 29 Jun 2020
Improving Few-Shot Learning using Composite Rotation based Auxiliary Task Pratik Mazumder Pravendra Singh Vinay P. Namboodiri 72 9 0 29 Jun 2020
On Equivariant and Invariant Learning of Object Landmark Representations Zezhou Cheng Jong-Chyi Su Subhransu Maji SSL 55 7 0 26 Jun 2020
Parametric Instance Classification for Unsupervised Visual Feature Learning Yue Cao Zhenda Xie B. Liu Yutong Lin Zheng Zhang Han Hu VLM 73 61 0 25 Jun 2020
Unsupervised Image Classification for Deep Representation Learning Weijie Chen Shiliang Pu Di Xie Shicai Yang Yilu Guo Luojun Lin SSL VLM 70 14 0 20 Jun 2020
Supervision Accelerates Pre-training in Contrastive Semi-Supervised Learning of Visual Representations Mahmoud Assran Nicolas Ballas Lluis Castrejon Michael G. Rabbat SSL 31 3 0 18 Jun 2020
Online Deep Clustering for Unsupervised Representation Learning Xiaohang Zhan Jiahao Xie Ziwei Liu Yew-Soon Ong Chen Change Loy OOD 107 187 0 18 Jun 2020
Contrastive learning of global and local features for medical image segmentation with limited annotations K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 95 552 0 18 Jun 2020
What Do Neural Networks Learn When Trained With Random Labels? Hartmut Maennel Ibrahim Alabdulmohsin Ilya O. Tolstikhin R. Baldock Olivier Bousquet Sylvain Gelly Daniel Keysers FedML 165 89 0 18 Jun 2020
Self-supervised Knowledge Distillation for Few-shot Learning Jathushan Rajasegaran Salman Khan Munawar Hayat Fahad Shahbaz Khan M. Shah SSL 96 93 0 17 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 442 6,857 0 13 Jun 2020
Rethinking the Value of Labels for Improving Class-Imbalanced Learning Yuzhe Yang Zhi Xu SSL 131 413 0 13 Jun 2020
Rethinking Pre-training and Self-training Barret Zoph Golnaz Ghiasi Nayeon Lee Huayu Chen Hanxiao Liu E. D. Cubuk Quoc V. Le SSeg 112 654 0 11 Jun 2020
Rethinking the Truly Unsupervised Image-to-Image Translation Kyungjune Baek Yunjey Choi Youngjung Uh Jaejun Yoo Hyunjung Shim VLM LRM 85 104 0 11 Jun 2020
Self-Supervised Relational Reasoning for Representation Learning Massimiliano Patacchiola Amos Storkey OOD SSL 76 63 0 10 Jun 2020
3D Self-Supervised Methods for Medical Imaging Aiham Taleb W. Loetzsch Noel Danz Julius Severin Thomas Gaertner Benjamin Bergner C. Lippert SSL 124 214 0 06 Jun 2020
Network Bending: Expressive Manipulation of Deep Generative Models Terence Broad F. Leymarie M. Grierson AI4CE 39 2 0 25 May 2020
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 120 1,338 0 20 May 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 141 979 0 11 May 2020
DeepSeg: Deep Neural Network Framework for Automatic Brain Tumor Segmentation using Magnetic Resonance FLAIR Images Ramy A. Zeineldin Mohamed E. Karar J. Coburger C. Wirtz Oliver Burgert 47 176 0 26 Apr 2020