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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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Title
Self-Supervised GANs via Auxiliary Rotation Loss Ting Chen Xiaohua Zhai Marvin Ritter Mario Lucic N. Houlsby SSL GAN 80 302 0 27 Nov 2018
Leveraging Random Label Memorization for Unsupervised Pre-Training Vinaychandran Pondenkandath Michele Alberti Sammer Puran Rolf Ingold Marcus Liwicki NoLa 107 14 0 05 Nov 2018
Unsupervised representation learning using convolutional and stacked auto-encoders: a domain and cross-domain feature space analysis G. B. Cavallari Leo Sampaio Ferraz Ribeiro M. Ponti SSL OOD DRL 53 29 0 01 Nov 2018
Unsupervised Identification of Disease Marker Candidates in Retinal OCT Imaging Data Philipp Seeböck S. Waldstein S. Klimscha Hrvoje Bogunović T. Schlegl Bianca S. Gerendas R. Donner U. Schmidt-Erfurth Georg Langs 67 81 0 31 Oct 2018
Self-Supervised GAN to Counter Forgetting Ting Chen Xiaohua Zhai N. Houlsby CLL GAN SSL 78 8 0 27 Oct 2018
Déjà Vu: an empirical evaluation of the memorization properties of ConvNets Alexandre Sablayrolles Matthijs Douze Cordelia Schmid Hervé Jégou 49 18 0 17 Sep 2018
Scattering Networks for Hybrid Representation Learning Edouard Oyallon Sergey Zagoruyko Gabriel Huang N. Komodakis Simon Lacoste-Julien Matthew Blaschko Eugene Belilovsky 66 86 0 17 Sep 2018
Video Jigsaw: Unsupervised Learning of Spatiotemporal Context for Video Action Recognition Unaiza Ahsan Rishi Madhok Irfan Essa SSL 58 109 0 22 Aug 2018
Perturbation Robust Representations of Topological Persistence Diagrams Anirudh Som Kowshik Thopalli Karthikeyan N. Ramamurthy Vinay Venkataraman Ankita Shukla Pavan Turaga 38 16 0 26 Jul 2018
Coreset-Based Neural Network Compression Abhimanyu Dubey Moitreya Chatterjee Narendra Ahuja 61 81 0 25 Jul 2018
Invariant Information Clustering for Unsupervised Image Classification and Segmentation Xu Ji João F. Henriques Andrea Vedaldi SSL VLM 125 853 0 17 Jul 2018
Self-Supervised Feature Learning by Learning to Spot Artifacts Simon Jenni Paolo Favaro SSL 205 128 0 13 Jun 2018
Less is More: Surgical Phase Recognition with Less Annotations through Self-Supervised Pre-training of CNN-LSTM Networks Gaurav Yengera Didier Mutter J. Marescaux N. Padoy 86 72 0 22 May 2018
Automatic segmentation of the spinal cord and intramedullary multiple sclerosis lesions with convolutional neural networks C. Gros B. Leener A. Badji J. Maranzano Dominique Eden ... J. Doyon T. Shepherd Erik Charlson S. Narayanan Julien Cohen-Adad 68 221 0 16 May 2018
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 196 3,473 0 05 May 2018
Memory Matching Networks for One-Shot Image Recognition Qi Cai Yingwei Pan Ting Yao C. Yan Tao Mei VLM 75 265 0 23 Apr 2018
Unsupervised and semi-supervised learning with Categorical Generative Adversarial Networks assisted by Wasserstein distance for dermoscopy image Classification Xin Yi Ekta Walia P. Babyn GAN MedIm 65 51 0 10 Apr 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 272 3,304 0 21 Mar 2018
A Kernel Theory of Modern Data Augmentation Tri Dao Albert Gu Alexander J. Ratner Virginia Smith Christopher De Sa Christopher Ré 114 193 0 16 Mar 2018
Deep Unsupervised Learning of Visual Similarities A. Sanakoyeu Miguel Angel Bautista Bjorn Ommer SSL DRL 79 34 0 22 Feb 2018
Learning Sight from Sound: Ambient Sound Provides Supervision for Visual Learning Andrew Owens Jiajun Wu Josh H. McDermott William T. Freeman Antonio Torralba SSL 89 176 0 20 Dec 2017
Objects that Sound Relja Arandjelović Andrew Zisserman ObjD VOS 118 530 0 18 Dec 2017
Context Augmentation for Convolutional Neural Networks Aysegül Dündar Ignacio Garcia Dorado 21 4 0 22 Nov 2017
Strengths and Weaknesses of Deep Learning Models for Face Recognition Against Image Degradations Klemen Grm Vitomir Štruc Anais Artiges Matthieu Caron H. K. Ekenel CVBM 69 196 0 04 Oct 2017
Unsupervised feature learning with discriminative encoder Gaurav Pandey Ambedkar Dukkipati SSL 49 6 0 03 Sep 2017
Multi-task Self-Supervised Visual Learning Carl Doersch Andrew Zisserman SSL 91 634 0 25 Aug 2017
Analysis and Optimization of Convolutional Neural Network Architectures Martin Thoma 99 73 0 31 Jul 2017
Channel-Recurrent Autoencoding for Image Modeling Wenling Shang Kihyuk Sohn Yuandong Tian DRL GAN 27 3 0 12 Jun 2017
Context encoding enables machine learning-based quantitative photoacoustics Thomas Kirchner J. Gröhl Lena Maier-Hein 32 62 0 12 Jun 2017
Learning by Association - A versatile semi-supervised training method for neural networks Philip Häusser A. Mordvintsev Daniel Cremers BDL 80 121 0 03 Jun 2017
Self-supervised learning of visual features through embedding images into text topic spaces L. G. I. Bigorda Yash J. Patel Marçal Rusiñol Dimosthenis Karatzas C. V. Jawahar SSL 72 124 0 24 May 2017
Look, Listen and Learn Relja Arandjelović Andrew Zisserman SSL 127 907 0 23 May 2017
Unsupervised Learning by Predicting Noise Piotr Bojanowski Armand Joulin OOD SSL 60 296 0 18 Apr 2017
Mining Object Parts from CNNs via Active Question-Answering Quanshi Zhang Ruiming Cao Ying Nian Wu Song-Chun Zhu 62 25 0 11 Apr 2017
Deep Unsupervised Similarity Learning using Partially Ordered Sets Miguel Angel Bautista A. Sanakoyeu Bjorn Ommer DRL SSL 94 28 0 07 Apr 2017
Smart Mining for Deep Metric Learning Ben Harwood B. V. Kumar G. Carneiro Ian Reid Tom Drummond 97 350 0 05 Apr 2017
Scaling the Scattering Transform: Deep Hybrid Networks Edouard Oyallon Eugene Belilovsky Sergey Zagoruyko 74 162 0 27 Mar 2017
Learning Discrete Representations via Information Maximizing Self-Augmented Training Weihua Hu Takeru Miyato Seiya Tokui Eiichi Matsumoto Masashi Sugiyama 111 454 0 28 Feb 2017
Activation Ensembles for Deep Neural Networks Mark Harmon Diego Klabjan 179 35 0 24 Feb 2017
FCSS: Fully Convolutional Self-Similarity for Dense Semantic Correspondence Seungryong Kim Dongbo Min Bumsub Ham Sangryul Jeon Stephen Lin Kwanghoon Sohn 81 132 0 03 Feb 2017
Unsupervised Joint Mining of Deep Features and Image Labels for Large-scale Radiology Image Categorization and Scene Recognition Xiaosong Wang Le Lu Hoo-Chang Shin Lauren Kim M. Bagheri Isabella Nogues Jianhua Yao Ronald M. Summers 85 40 0 23 Jan 2017
Semantic Jitter: Dense Supervision for Visual Comparisons via Synthetic Images Aron Yu Kristen Grauman 84 150 0 19 Dec 2016
Deep TEN: Texture Encoding Network Hang Zhang Jia Xue Kristin J. Dana 3DV 153 232 0 08 Dec 2016
Identifying and Categorizing Anomalies in Retinal Imaging Data Philipp Seeböck S. Waldstein S. Klimscha Bianca S. Gerendas R. Donner T. Schlegl U. Schmidt-Erfurth Georg Langs MedIm 76 53 0 02 Dec 2016
Learning Deep Representations Using Convolutional Auto-encoders with Symmetric Skip Connections Jianfeng Dong Xiao-Jiao Mao Chunhua Shen Yubin Yang SSL 23 6 0 28 Nov 2016
Spatial contrasting for deep unsupervised learning Elad Hoffer Itay Hubara Nir Ailon SSL 84 3 0 21 Nov 2016
Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks Emily L. Denton Sam Gross Rob Fergus GAN 90 152 0 19 Nov 2016
S3Pool: Pooling with Stochastic Spatial Sampling Shuangfei Zhai Hui Wu Abhishek Kumar Yu Cheng Y. Lu Zhongfei Zhang Rogerio Feris 58 79 0 16 Nov 2016
CIFAR-10: KNN-based Ensemble of Classifiers Yehya Abouelnaga Ola S. Ali Hager Rady Mohamed Moustafa FedML 49 66 0 15 Nov 2016
Growing Interpretable Part Graphs on ConvNets via Multi-Shot Learning Quanshi Zhang Ruiming Cao Ying Nian Wu Song-Chun Zhu 84 70 0 14 Nov 2016