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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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AD-Cluster: Augmented Discriminative Clustering for Domain Adaptive Person Re-identification Yunpeng Zhai Shijian Lu QiXiang Ye Xuebo Shan Jie Chen Rongrong Ji Yonghong Tian 77 263 0 19 Apr 2020
Self-Supervised Representation Learning on Document Images Adrian Cosma Mihai Ghidoveanu Michael Panaitescu-Liess Marius Popescu SSL 81 14 0 18 Apr 2020
How Useful is Self-Supervised Pretraining for Visual Tasks? Alejandro Newell Jia Deng SSL 70 139 0 31 Mar 2020
Are Labels Necessary for Neural Architecture Search? Chenxi Liu Piotr Dollár Kaiming He Ross B. Girshick Alan Yuille Saining Xie 81 75 0 26 Mar 2020
A Survey of Deep Learning for Scientific Discovery M. Raghu Erica Schmidt OOD AI4CE 179 123 0 26 Mar 2020
DHOG: Deep Hierarchical Object Grouping L. N. Darlow Amos Storkey 55 7 0 13 Mar 2020
Learning Video Object Segmentation from Unlabeled Videos Xiankai Lu Wenguan Wang Jianbing Shen Yu-Wing Tai David J. Crandall Guosheng Lin VOS 88 145 0 10 Mar 2020
Neural Bayes: A Generic Parameterization Method for Unsupervised Representation Learning Devansh Arpit Huan Wang Caiming Xiong R. Socher Yoshua Bengio SSL 44 2 0 20 Feb 2020
Automatic Shortcut Removal for Self-Supervised Representation Learning Matthias Minderer Olivier Bachem N. Houlsby Michael Tschannen SSL 94 73 0 20 Feb 2020
CoLES: Contrastive Learning for Event Sequences with Self-Supervision Dmitrii Babaev Ivan Kireev Nikita Ovsov Maria Ivanova Gleb Gusev Ivan Nazarov Alexander Tuzhilin SSL AI4TS 58 27 0 19 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 411 18,946 0 13 Feb 2020
Self-Supervised Joint Encoding of Motion and Appearance for First Person Action Recognition M. Planamente A. Bottino Barbara Caputo EgoV 66 3 0 10 Feb 2020
Unsupervised pretraining transfers well across languages M. Rivière Armand Joulin Pierre-Emmanuel Mazaré Emmanuel Dupoux SSL VLM 71 209 0 07 Feb 2020
Deep Self-Supervised Representation Learning for Free-Hand Sketch Peng Xu Zeyu Song Qiyue Yin Yi-Zhe Song Liang Wang SSL 85 41 0 03 Feb 2020
Few-shot Action Recognition with Permutation-invariant Attention Hongguang Zhang Li Zhang Xiaojuan Qi Hongdong Li Philip Torr Piotr Koniusz 45 3 0 12 Jan 2020
Image Enhanced Rotation Prediction for Self-Supervised Learning Shin'ya Yamaguchi Sekitoshi Kanai Tetsuya Shioda Shoichiro Takeda 49 12 0 25 Dec 2019
A Two-Stage Approach to Few-Shot Learning for Image Recognition Debasmit Das C. S. George Lee 108 126 0 10 Dec 2019
Self-Supervised Learning of Video-Induced Visual Invariances Michael Tschannen Josip Djolonga Marvin Ritter Aravindh Mahendran Xiaohua Zhai N. Houlsby Sylvain Gelly Mario Lucic SSL 138 62 0 05 Dec 2019
Revisiting Image Aesthetic Assessment via Self-Supervised Feature Learning Kekai Sheng Weiming Dong Menglei Chai Guohui Wang Peng Zhou Feiyue Huang Bao-Gang Hu Rongrong Ji Chongyang Ma SSL 65 34 0 26 Nov 2019
EnAET: A Self-Trained framework for Semi-Supervised and Supervised Learning with Ensemble Transformations Tianlin Li Daisuke Kihara Jiebo Luo Guo-Jun Qi OOD 67 34 0 21 Nov 2019
AETv2: AutoEncoding Transformations for Self-Supervised Representation Learning by Minimizing Geodesic Distances in Lie Groups Feng Lin Haohang Xu Houqiang Li H. Xiong Guo-Jun Qi 67 4 0 16 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 235 12,157 0 13 Nov 2019
RGB-D Individual Segmentation Wenqiang Xu Yanjun Fu Yucheng Luo Chang Liu Cewu Lu 40 0 0 16 Oct 2019
When Does Self-supervision Improve Few-shot Learning? Jong-Chyi Su Subhransu Maji B. Hariharan 98 171 0 08 Oct 2019
A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark Xiaohua Zhai J. Puigcerver Alexander Kolesnikov P. Ruyssen C. Riquelme ... Michael Tschannen Marcin Michalski Olivier Bousquet Sylvain Gelly N. Houlsby SSL 97 448 0 01 Oct 2019
Conditional Transferring Features: Scaling GANs to Thousands of Classes with 30% Less High-quality Data for Training Chunpeng Wu W. Wen Yiran Chen H. Li GAN 62 2 0 25 Sep 2019
White-box vs Black-box: Bayes Optimal Strategies for Membership Inference Alexandre Sablayrolles Matthijs Douze Yann Ollivier Cordelia Schmid Hervé Jégou MIACV 88 369 0 29 Aug 2019
Local Unsupervised Learning for Image Analysis Leopold Grinberg J. Hopfield Dmitry Krotov SSL 59 18 0 14 Aug 2019
Charting the Right Manifold: Manifold Mixup for Few-shot Learning Puneet Mangla M. Singh Abhishek Sinha Nupur Kumari V. Balasubramanian Balaji Krishnamurthy SSL 113 329 0 28 Jul 2019
Learning Generalized Transformation Equivariant Representations via Autoencoding Transformations Guo-Jun Qi Liheng Zhang Tianlin Li OOD 79 39 0 19 Jun 2019
Boosting Few-Shot Visual Learning with Self-Supervision Spyros Gidaris Andrei Bursuc N. Komodakis P. Pérez Matthieu Cord SSL 103 406 0 12 Jun 2019
Data-Efficient Image Recognition with Contrastive Predictive Coding Olivier J. Hénaff A. Srinivas J. Fauw Ali Razavi Carl Doersch S. M. Ali Eslami Aaron van den Oord SSL 171 1,434 0 22 May 2019
S4L: Self-Supervised Semi-Supervised Learning Xiaohua Zhai Avital Oliver Alexander Kolesnikov Lucas Beyer SSL VLM 109 797 0 09 May 2019
Billion-scale semi-supervised learning for image classification I. Z. Yalniz Hervé Jégou Kan Chen Manohar Paluri D. Mahajan SSL 131 464 0 02 May 2019
A Theoretically Sound Upper Bound on the Triplet Loss for Improving the Efficiency of Deep Distance Metric Learning Thanh-Toan Do Toan M. Tran Ian Reid B. V. Kumar Tuan Hoang G. Carneiro 65 66 0 18 Apr 2019
Deep Comprehensive Correlation Mining for Image Clustering Jianlong Wu Keyu Long Fei Wang Chao Qian Cheng Li Zhouchen Lin H. Zha 67 161 0 15 Apr 2019
Unsupervised Embedding Learning via Invariant and Spreading Instance Feature Mang Ye Xu-Yao Zhang PongChi Yuen Shih-Fu Chang SSL 104 581 0 06 Apr 2019
Small Data Challenges in Big Data Era: A Survey of Recent Progress on Unsupervised and Semi-Supervised Methods Guo-Jun Qi Jiebo Luo SSL 61 246 0 27 Mar 2019
AVT: Unsupervised Learning of Transformation Equivariant Representations by Autoencoding Variational Transformations Guo-Jun Qi Liheng Zhang Chang Wen Chen Qi Tian DRL 65 42 0 23 Mar 2019
Unsupervised Scalable Representation Learning for Multivariate Time Series Jean-Yves Franceschi Aymeric Dieuleveut Martin Jaggi SSL AI4TS 63 459 0 30 Jan 2019
Revisiting Self-Supervised Visual Representation Learning Alexander Kolesnikov Xiaohua Zhai Lucas Beyer SSL 173 717 0 25 Jan 2019
AET vs. AED: Unsupervised Representation Learning by Auto-Encoding Transformations rather than Data Liheng Zhang Guo-Jun Qi Liqiang Wang Jiebo Luo 64 204 0 14 Jan 2019
DeepFlash: Turning a Flash Selfie into a Studio Portrait N. Capece Francesco Banterle Paolo Cignoni F. Ganovelli Roberto Scopigno U. Erra 117 22 0 14 Jan 2019
Thinking Outside the Pool: Active Training Image Creation for Relative Attributes Aron Yu Kristen Grauman 51 23 0 08 Jan 2019
Active Learning with TensorBoard Projector F. Luus Naweed Khan I. Akhalwaya 45 13 0 03 Jan 2019
Leishmaniasis Parasite Segmentation and Classification using Deep Learning Jun Wan Albert Aparicio Sergio Escalera Francisco J. Perales López J. Kittler Daniel López-Codina 34 14 0 30 Dec 2018
Greedy Layerwise Learning Can Scale to ImageNet Eugene Belilovsky Michael Eickenberg Edouard Oyallon 136 181 0 29 Dec 2018
Mining Interpretable AOG Representations from Convolutional Networks via Active Question Answering Quanshi Zhang Ruiming Cao Ying Nian Wu Song-Chun Zhu 52 14 0 18 Dec 2018
Improving Clinical Predictions through Unsupervised Time Series Representation Learning Xinrui Lyu Matthias Huser Stephanie L. Hyland George Zerveas Gunnar Rätsch SSL OOD AI4TS 76 43 0 02 Dec 2018
Self-Supervised Spatiotemporal Feature Learning via Video Rotation Prediction Longlong Jing Xiaodong Yang Jingen Liu Yingli Tian 77 157 0 28 Nov 2018