Generalizing to Unseen Domains via Adversarial Data Augmentation

30 May 2018

Silvio Savarese

Papers citing "Generalizing to Unseen Domains via Adversarial Data Augmentation"

50 / 464 papers shown

Title
Robust and Generalizable Visual Representation Learning via Random Convolutions Zhenlin Xu Deyi Liu Junlin Yang Colin Raffel Marc Niethammer OOD AAML 43 190 0 25 Jul 2020
Self-Supervised Learning Across Domains S. Bucci A. DÍnnocente Yujun Liao Fabio Maria Carlucci Barbara Caputo Tatiana Tommasi SSL 23 73 0 24 Jul 2020
Towards Recognizing Unseen Categories in Unseen Domains Massimiliano Mancini Zeynep Akata Elisa Ricci Barbara Caputo VLM 58 100 0 23 Jul 2020
Accounting for Unobserved Confounding in Domain Generalization Alexis Bellot M. Schaar CML OOD 12 23 0 21 Jul 2020
Domain Generalization via Optimal Transport with Metric Similarity Learning Fan Zhou Zhuqing Jiang Changjian Shui Boyu Wang B. Chaib-draa OOD 11 53 0 21 Jul 2020
Unsupervised Domain Adaptation in the Absence of Source Data Roshni Sahoo Divya Shanmugam John Guttag OOD 9 18 0 20 Jul 2020
Learning to Generate Novel Domains for Domain Generalization Kaiyang Zhou Yongxin Yang Timothy M. Hospedales Tao Xiang OOD 23 444 0 07 Jul 2020
Self-Challenging Improves Cross-Domain Generalization Zeyi Huang Haohan Wang Eric P. Xing Dong Huang OOD 12 612 0 05 Jul 2020
In Search of Lost Domain Generalization Ishaan Gulrajani David Lopez-Paz OOD 26 1,109 0 02 Jul 2020
Tilted Empirical Risk Minimization Tian Li Ahmad Beirami Maziar Sanjabi Virginia Smith 12 127 0 02 Jul 2020
Realistic Adversarial Data Augmentation for MR Image Segmentation C. L. P. Chen C. Qin Huaqi Qiu C. Ouyang Shuo Wang Liang Chen G. Tarroni Wenjia Bai Daniel Rueckert GAN MedIm 23 82 0 23 Jun 2020
Representation via Representations: Domain Generalization via Adversarially Learned Invariant Representations Zhun Deng Frances Ding Cynthia Dwork Rachel Hong Giovanni Parmigiani Prasad Patil Pragya Sur OOD FaML 11 29 0 20 Jun 2020
Frustratingly Simple Domain Generalization via Image Stylization Nathan Somavarapu Chih-Yao Ma Z. Kira OOD 7 64 0 19 Jun 2020
Human-Expert-Level Brain Tumor Detection Using Deep Learning with Data Distillation and Augmentation D. Lu N. Polomac Iskra Gacheva E. Hattingen Jochen Triesch 16 18 0 17 Jun 2020
Revealing the Invisible with Model and Data Shrinking for Composite-database Micro-expression Recognition Zhaoqiang Xia Wei Peng Huai-Qian Khor Xiaoyi Feng Guoying Zhao 24 106 0 17 Jun 2020
Domain Generalization using Causal Matching Divyat Mahajan Shruti Tople Amit Sharma OOD 9 325 0 12 Jun 2020
Distributionally Robust Batch Contextual Bandits Nian Si Fan Zhang Zhengyuan Zhou Jose H. Blanchet OffRL 11 23 0 10 Jun 2020
Enforcing Predictive Invariance across Structured Biomedical Domains Wengong Jin Regina Barzilay Tommi Jaakkola OOD 8 27 0 06 Jun 2020
Neural Unsupervised Domain Adaptation in NLP---A Survey Alan Ramponi Barbara Plank OOD 14 255 0 31 May 2020
Towards a Robust WiFi-based Fall Detection with Adversarial Data Augmentation Tuan-Duy H. Nguyen Huu-Nghia H. Nguyen AAML 9 7 0 25 May 2020
Model-Based Robust Deep Learning: Generalizing to Natural, Out-of-Distribution Data Alexander Robey Hamed Hassani George J. Pappas OOD 35 42 0 20 May 2020
OSLNet: Deep Small-Sample Classification with an Orthogonal Softmax Layer Xiaoxu Li Dongliang Chang Zhanyu Ma Z. Tan Jing-Hao Xue Jie Cao Jingyi Yu Jun Guo 28 31 0 20 Apr 2020
Joint Supervised and Self-Supervised Learning for 3D Real-World Challenges A. Alliegro Davide Boscaini Tatiana Tommasi 3DPC SSL 6 42 0 15 Apr 2020
Domain Adaptive Transfer Attack (DATA)-based Segmentation Networks for Building Extraction from Aerial Images Younghwan Na Jun Hee Kim Kyungsu Lee Juhum Park J. Hwang Jihwan P. Choi OOD 6 27 0 11 Apr 2020
Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation Neerav Karani Ertunc Erdil K. Chaitanya E. Konukoglu OOD 13 162 0 09 Apr 2020
Sequential Learning for Domain Generalization Da Li Yongxin Yang Yi-Zhe Song Timothy M. Hospedales OOD 6 32 0 03 Apr 2020
Improving out-of-distribution generalization via multi-task self-supervised pretraining Isabela Albuquerque Nikhil Naik Junnan Li N. Keskar R. Socher SSL OOD 22 40 0 30 Mar 2020
Learning to Learn Single Domain Generalization Fengchun Qiao Long Zhao Xi Peng OOD 29 431 0 30 Mar 2020
Efficient Domain Generalization via Common-Specific Low-Rank Decomposition Vihari Piratla Praneeth Netrapalli Sunita Sarawagi OOD 6 216 0 28 Mar 2020
Domain Adaptive Ensemble Learning Kaiyang Zhou Yongxin Yang Yu Qiao Tao Xiang OOD 137 273 0 16 Mar 2020
Explainable Deep Classification Models for Domain Generalization Andrea Zunino Sarah Adel Bargal Riccardo Volpi M. Sameki Jianming Zhang Stan Sclaroff Vittorio Murino Kate Saenko FAtt 6 39 0 13 Mar 2020
Deep Domain-Adversarial Image Generation for Domain Generalisation Kaiyang Zhou Yongxin Yang Timothy M. Hospedales Tao Xiang OOD 215 404 0 12 Mar 2020
Learn to Expect the Unexpected: Probably Approximately Correct Domain Generalization Vikas K. Garg Adam Kalai Katrina Ligett Zhiwei Steven Wu OOD 10 21 0 13 Feb 2020
Semantic Robustness of Models of Source Code Goutham Ramakrishnan Jordan Henkel Zi Wang Aws Albarghouthi S. Jha Thomas W. Reps SILM AAML 35 97 0 07 Feb 2020
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation Hung-Yu Tseng Hsin-Ying Lee Jia-Bin Huang Ming-Hsuan Yang 21 386 0 23 Jan 2020
An Adversarial Perturbation Oriented Domain Adaptation Approach for Semantic Segmentation Jihan Yang Ruijia Xu Ruiyu Li Xiaojuan Qi Xiaoyong Shen Guanbin Li Liang Lin 4 93 0 18 Dec 2019
VideoDG: Generalizing Temporal Relations in Videos to Novel Domains Zhiyu Yao Yunbo Wang Jianmin Wang Philip S. Yu Mingsheng Long OOD ViT 24 23 0 08 Dec 2019
Faster AutoAugment: Learning Augmentation Strategies using Backpropagation Ryuichiro Hataya Jan Zdenek Kazuki Yoshizoe Hideki Nakayama 15 203 0 16 Nov 2019
Deep learning for cardiac image segmentation: A review C. L. P. Chen C. Qin Huaqi Qiu G. Tarroni Jinming Duan Wenjia Bai Daniel Rueckert SSeg 3DV 53 674 0 09 Nov 2019
Generalizing to unseen domains via distribution matching Isabela Albuquerque João Monteiro Mohammad Javad Darvishi Bayazi T. Falk Ioannis Mitliagkas OOD 21 154 0 03 Nov 2019
Domain Generalization via Model-Agnostic Learning of Semantic Features Qi Dou Daniel Coelho De Castro Konstantinos Kamnitsas Ben Glocker OOD 14 685 0 29 Oct 2019
Automatic Data Augmentation by Learning the Deterministic Policy Yinghuan Shi Tiexin Qin Yong Liu Jiwen Lu Yang Gao D. Shen 18 4 0 18 Oct 2019
Orchestrating the Development Lifecycle of Machine Learning-Based IoT Applications: A Taxonomy and Survey Bin Qian Jie Su Z. Wen D. N. Jha Yinhao Li ... Albert Y. Zomaya Omer F. Rana Lizhe Wang Maciej Koutny R. Ranjan 10 4 0 11 Oct 2019
Learning to Generalize One Sample at a Time with Self-Supervision A. DÍnnocente S. Bucci Barbara Caputo Tatiana Tommasi SSL OOD 14 4 0 09 Oct 2019
Analyzing and Improving Neural Networks by Generating Semantic Counterexamples through Differentiable Rendering Lakshya Jain Varun Chandrasekaran Uyeong Jang Wilson Wu Andrew Lee Andy Yan Steven Chen S. Jha S. Seshia AAML 11 11 0 02 Oct 2019
Robust Learning with the Hilbert-Schmidt Independence Criterion D. Greenfeld Uri Shalit OOD 14 55 0 01 Oct 2019
Generalized Resilience and Robust Statistics Banghua Zhu Jiantao Jiao Jacob Steinhardt 19 45 0 19 Sep 2019
Improving the generalizability of convolutional neural network-based segmentation on CMR images C. L. P. Chen Wenjia Bai R. Davies A. Bhuva C. Manisty ... S. Petersen E. Lukaschuk Stefan K. Piechnik S. Neubauer Daniel Rueckert 16 117 0 02 Jul 2019
When Unseen Domain Generalization is Unnecessary? Rethinking Data Augmentation Ling Zhang Xiaosong Wang D. Yang Thomas Sanford Stephanie Harmon B. Turkbey H. Roth Andriy Myronenko Daguang Xu Ziyue Xu OOD 6 39 0 07 Jun 2019
Confidence Regions in Wasserstein Distributionally Robust Estimation Jose H. Blanchet Karthyek Murthy Nian Si OOD 16 57 0 04 Jun 2019