Papers citing 'Model Patching: Closing the Subgroup Performance Gap with Data Augmentation'

Title
DADA: Deep Adversarial Data Augmentation for Extremely Low Data Regime Classification Xiaofeng Zhang Zhangyang Wang Dong Liu Qing Ling 118 92 0 29 Aug 2018
Constructing Unrestricted Adversarial Examples with Generative Models Yang Song Rui Shu Nate Kushman Stefano Ermon GAN AAML 398 334 0 21 May 2018
Contextual Augmentation: Data Augmentation by Words with Paradigmatic Relations Sosuke Kobayashi 145 646 0 16 May 2018
Transferring GANs: generating images from limited data Yaxing Wang Chenshen Wu Luis Herranz Joost van de Weijer Abel Gonzalez-Garcia Bogdan Raducanu 209 303 0 04 May 2018
QANet: Combining Local Convolution with Global Self-Attention for Reading ComprehensionInternational Conference on Learning Representations (ICLR), 2018 Adams Wei Yu David Dohan Minh-Thang Luong Rui Zhao Kai Chen Mohammad Norouzi Quoc V. Le RALM AIMat 189 1,120 0 23 Apr 2018
BAGAN: Data Augmentation with Balancing GAN G. Mariani Florian Scheidegger R. Istrate C. Bekas A. Malossi 158 335 0 26 Mar 2018
Adversarial Logit Pairing Harini Kannan Alexey Kurakin Ian Goodfellow AAML 235 651 0 16 Mar 2018
A Kernel Theory of Modern Data AugmentationInternational Conference on Machine Learning (ICML), 2018 Tri Dao Albert Gu Alexander J. Ratner Virginia Smith Christopher De Sa Christopher Ré 220 203 0 16 Mar 2018
Augmented CycleGAN: Learning Many-to-Many Mappings from Unpaired DataInternational Conference on Machine Learning (ICML), 2018 Amjad Almahairi Sai Rajeswar Alessandro Sordoni Philip Bachman Aaron Courville GAN 209 449 0 27 Feb 2018
Generating Adversarial Examples with Adversarial Networks Chaowei Xiao Yue Liu Jun-Yan Zhu Warren He M. Liu Basel Alomair GAN AAML 278 953 0 08 Jan 2018
Exploring the Landscape of Spatial Robustness Logan Engstrom Brandon Tran Dimitris Tsipras Ludwig Schmidt Aleksander Madry AAML 313 376 0 07 Dec 2017
Geometric robustness of deep networks: analysis and improvement Can Kanbak Seyed-Mohsen Moosavi-Dezfooli P. Frossard OOD AAML 164 136 0 24 Nov 2017
StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation Yunjey Choi Min-Je Choi M. Kim Jung-Woo Ha Sunghun Kim Jaegul Choo GAN 444 3,721 0 24 Nov 2017
Data Augmentation Generative Adversarial Networks Antreas Antoniou Amos Storkey Harrison Edwards MedIm GAN 337 1,131 0 12 Nov 2017
A Bayesian Data Augmentation Approach for Learning Deep ModelsNeural Information Processing Systems (NeurIPS), 2017 Toan M. Tran Trung T. Pham G. Carneiro L. Palmer Ian Reid 113 240 0 29 Oct 2017
mixup: Beyond Empirical Risk MinimizationInternational Conference on Learning Representations (ICLR), 2017 Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 476 10,794 0 25 Oct 2017
Skin Lesion Analysis Toward Melanoma Detection: A Challenge at the 2017 International Symposium on Biomedical Imaging (ISBI), Hosted by the International Skin Imaging Collaboration (ISIC) Noel Codella D. Gutman M. E. Celebi Brian Helba Michael Marchetti ... Aadi Kalloo Konstantinos Liopyris N. Mishra Harald Kittler Allan Halpern 309 2,336 0 13 Oct 2017
Learning to Compose Domain-Specific Transformations for Data Augmentation Alexander J. Ratner Henry R. Ehrenberg Zeshan Hussain Jared A. Dunnmon Christopher Ré 176 359 0 06 Sep 2017
Improved Regularization of Convolutional Neural Networks with Cutout Terrance Devries Graham W. Taylor 377 4,047 0 15 Aug 2017
Cut, Paste and Learn: Surprisingly Easy Synthesis for Instance Detection Debidatta Dwibedi Ishan Misra M. Hebert 207 659 0 04 Aug 2017
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 838 13,286 0 19 Jun 2017
Data Augmentation for Low-Resource Neural Machine Translation Marzieh Fadaee Arianna Bisazza Christof Monz 165 491 0 01 May 2017
Adversarial Transformation Networks: Learning to Generate Adversarial Examples S. Baluja Ian S. Fischer GAN 178 296 0 28 Mar 2017
Data Noising as Smoothing in Neural Network Language Models Ziang Xie Sida I. Wang Jiwei Li Daniel Levy Allen Nie Dan Jurafsky A. Ng 125 250 0 07 Mar 2017
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 730 20,978 0 21 Nov 2016
Deep Feature Interpolation for Image Content Changes P. Upchurch Jacob V. Gardner Geoff Pleiss Robert Pless Noah Snavely Kavita Bala Kilian Q. Weinberger 181 322 0 16 Nov 2016
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 771 3,379 0 30 Oct 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based LocalizationInternational Journal of Computer Vision (IJCV), 2016 Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 784 23,018 0 07 Oct 2016
Neural Photo Editing with Introspective Adversarial Networks Andrew Brock Theodore Lim J. Ritchie Nick Weston GAN 239 469 0 22 Sep 2016
Data Recombination for Neural Semantic Parsing Robin Jia Abigail Z. Jacobs 183 474 0 11 Jun 2016
Improving the Robustness of Deep Neural Networks via Stability Training Stephan Zheng Yang Song Thomas Leung Ian Goodfellow OOD 134 663 0 15 Apr 2016
Identity Mappings in Deep Residual Networks Kaiming He Xinming Zhang Shaoqing Ren Jian Sun 954 10,711 0 16 Mar 2016
Improving Neural Machine Translation Models with Monolingual Data Rico Sennrich Barry Haddow Alexandra Birch 643 2,807 0 20 Nov 2015
Deep Manifold Traversal: Changing Labels with Convolutional Features Jacob R. Gardner P. Upchurch Matt J. Kusner Shouqing Yang Kilian Q. Weinberger Kavita Bala John E. Hopcroft 166 67 0 19 Nov 2015
Distillation as a Defense to Adversarial Perturbations against Deep Neural Networks Nicolas Papernot Patrick McDaniel Xi Wu S. Jha A. Swami AAML 229 3,171 0 14 Nov 2015
Character-level Convolutional Networks for Text Classification Xiang Zhang Jiaqi Zhao Yann LeCun 441 6,514 0 04 Sep 2015
Domain-Adversarial Training of Neural NetworksJournal of machine learning research (JMLR), 2015 Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 815 10,318 0 28 May 2015
Explaining and Harnessing Adversarial ExamplesInternational Conference on Learning Representations (ICLR), 2014 Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 957 20,480 0 20 Dec 2014
Deep Learning Face Attributes in the WildIEEE International Conference on Computer Vision (ICCV), 2014 Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 1.0K 8,990 0 28 Nov 2014
Going Deeper with ConvolutionsComputer Vision and Pattern Recognition (CVPR), 2014 Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 867 45,601 0 17 Sep 2014
Intriguing properties of neural networksInternational Conference on Learning Representations (ICLR), 2013 Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 475 15,728 1 21 Dec 2013