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
Evading the Simplicity Bias: Training a Diverse Set of Models Discovers Solutions with Superior OOD Generalization Damien Teney Ehsan Abbasnejad Simon Lucey A. Hengel 23 86 0 12 May 2021
A Bit More Bayesian: Domain-Invariant Learning with Uncertainty Zehao Xiao Jiayi Shen Xiantong Zhen Ling Shao Cees G. M. Snoek BDL UQCV OOD 29 39 0 09 May 2021
Learning to Perturb Word Embeddings for Out-of-distribution QA Seanie Lee Minki Kang Juho Lee S. Hwang OOD 11 17 0 06 May 2021
Cross-Domain Few-Shot Classification via Adversarial Task Augmentation Haoqing Wang Zhihong Deng 24 119 0 29 Apr 2021
Towards Corruption-Agnostic Robust Domain Adaptation Yifan Xu Kekai Sheng Weiming Dong Baoyuan Wu Changsheng Xu Bao-Gang Hu 37 8 0 21 Apr 2021
Deep Stable Learning for Out-Of-Distribution Generalization Xingxuan Zhang Peng Cui Renzhe Xu Linjun Zhou Yue He Zheyan Shen OOD 19 250 0 16 Apr 2021
Augmented World Models Facilitate Zero-Shot Dynamics Generalization From a Single Offline Environment Philip J. Ball Cong Lu Jack Parker-Holder Stephen J. Roberts OffRL 17 40 0 12 Apr 2021
Open Domain Generalization with Domain-Augmented Meta-Learning Yang Shu Zhangjie Cao Chenyu Wang Jianmin Wang Mingsheng Long OOD 19 162 0 08 Apr 2021
Explainability-aided Domain Generalization for Image Classification Robin M. Schmidt FAtt OOD 19 1 0 05 Apr 2021
Bilevel Online Adaptation for Out-of-Domain Human Mesh Reconstruction Shanyan Guan Jingwei Xu Yunbo Wang Bingbing Ni Xiaokang Yang 3DH 25 50 0 30 Mar 2021
Progressive Domain Expansion Network for Single Domain Generalization Lei Li Ke Gao Juan Cao Ziyao Huang Yepeng Weng Xiaoyue Mi Zhengze Yu Xiaoya Li Boyang Xia OOD AI4CE 19 158 0 30 Mar 2021
MetaAlign: Coordinating Domain Alignment and Classification for Unsupervised Domain Adaptation Guoqiang Wei Cuiling Lan Wenjun Zeng Zhibo Chen 13 106 0 25 Mar 2021
Improved Detection of Face Presentation Attacks Using Image Decomposition Shlok Kumar Mishra K. Sengupta Max Horowitz-Gelb Wen-Sheng Chu Sofien Bouaziz David Jacobs CVBM 8 2 0 22 Mar 2021
Uncertainty-guided Model Generalization to Unseen Domains Fengchun Qiao Xi Peng OOD UQCV 13 59 0 12 Mar 2021
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space Quande Liu Cheng Chen J. Qin Qi Dou Pheng-Ann Heng OOD FedML 35 426 0 10 Mar 2021
Domain Generalization: A Survey Kaiyang Zhou Ziwei Liu Yu Qiao Tao Xiang Chen Change Loy OOD AI4CE 60 980 0 03 Mar 2021
FSDR: Frequency Space Domain Randomization for Domain Generalization Jiaxing Huang Dayan Guan Aoran Xiao Shijian Lu 30 218 0 03 Mar 2021
On the effectiveness of adversarial training against common corruptions Klim Kireev Maksym Andriushchenko Nicolas Flammarion AAML 11 101 0 03 Mar 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization Jindong Wang Cuiling Lan Chang-Shu Liu Yidong Ouyang Tao Qin Wang Lu Yiqiang Chen Wenjun Zeng Philip S. Yu OOD 54 1,169 0 02 Mar 2021
Domain Generalization via Inference-time Label-Preserving Target Projections Prashant Pandey Mrigank Raman Sumanth Varambally A. Prathosh OOD 24 45 0 01 Mar 2021
Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models Jialin Peng Ye Wang VLM 14 58 0 28 Feb 2021
Neuron Coverage-Guided Domain Generalization Chris Xing Tian Haoliang Li Xiaofei Xie Yang Liu Shiqi Wang 23 35 0 27 Feb 2021
Model-Based Domain Generalization Alexander Robey George J. Pappas Hamed Hassani OOD 45 129 0 23 Feb 2021
Robust Domain-Free Domain Generalization with Class-aware Alignment Wenyu Zhang Mohamed Ragab Ramón Sagarna OOD 30 9 0 17 Feb 2021
Domain Adversarial Neural Networks for Domain Generalization: When It Works and How to Improve Anthony Sicilia Xingchen Zhao Seong Jae Hwang OOD AI4CE 19 73 0 07 Feb 2021
Key Technology Considerations in Developing and Deploying Machine Learning Models in Clinical Radiology Practice V. Kulkarni M. Gawali A. Kharat VLM 38 21 0 03 Feb 2021
Recent Advances in Adversarial Training for Adversarial Robustness Tao Bai Jinqi Luo Jun Zhao B. Wen Qian Wang AAML 71 473 0 02 Feb 2021
Hierarchical Variational Auto-Encoding for Unsupervised Domain Generalization Xudong Sun Florian Buettner BDL OOD DRL 11 3 0 23 Jan 2021
Continual Learning of Generative Models with Limited Data: From Wasserstein-1 Barycenter to Adaptive Coalescence M. Dedeoglu Sen Lin Zhaofeng Zhang Junshan Zhang 11 1 0 22 Jan 2021
Rethinking Domain Generalization Baselines Francesco Cappio Borlino A. DÍnnocente Tatiana Tommasi OOD 19 40 0 22 Jan 2021
Towards Recognizing New Semantic Concepts in New Visual Domains Massimiliano Mancini OOD 31 0 0 16 Dec 2020
Cluster, Split, Fuse, and Update: Meta-Learning for Open Compound Domain Adaptive Semantic Segmentation R. Gong Yuhua Chen D. Paudel Yawei Li Ajad Chhatkuli Wen Li Dengxin Dai Luc Van Gool OOD VLM 36 34 0 15 Dec 2020
WILDS: A Benchmark of in-the-Wild Distribution Shifts Pang Wei Koh Shiori Sagawa Henrik Marklund Sang Michael Xie Marvin Zhang ... A. Kundaje Emma Pierson Sergey Levine Chelsea Finn Percy Liang OOD 45 1,372 0 14 Dec 2020
Continual Adaptation of Visual Representations via Domain Randomization and Meta-learning Riccardo Volpi Diane Larlus Grégory Rogez VLM OOD CLL 20 74 0 08 Dec 2020
Intervention Design for Effective Sim2Real Transfer Melissa Mozifian Amy Zhang Joelle Pineau D. Meger 12 9 0 03 Dec 2020
Attribute-Guided Adversarial Training for Robustness to Natural Perturbations Tejas Gokhale Rushil Anirudh B. Kailkhura Jayaraman J. Thiagarajan Chitta Baral Yezhou Yang AAML OOD 8 37 0 03 Dec 2020
Batch Normalization Embeddings for Deep Domain Generalization Mattia Segu A. Tonioni Federico Tombari OOD AI4CE 25 129 0 25 Nov 2020
Studying Robustness of Semantic Segmentation under Domain Shift in cardiac MRI Peter M. Full Fabian Isensee Paul F. Jäger Klaus Maier-Hein OOD 18 43 0 15 Nov 2020
Contrastive Learning with Adversarial Examples Chih-Hui Ho Nuno Vasconcelos SSL 13 140 0 22 Oct 2020
Robust Optimization as Data Augmentation for Large-scale Graphs Kezhi Kong G. Li Mucong Ding Zuxuan Wu Chen Zhu Bernard Ghanem Gavin Taylor Tom Goldstein 101 74 0 19 Oct 2020
Maximum-Entropy Adversarial Data Augmentation for Improved Generalization and Robustness Long Zhao Ting Liu Xi Peng Dimitris N. Metaxas OOD AAML 6 165 0 15 Oct 2020
Viewmaker Networks: Learning Views for Unsupervised Representation Learning Alex Tamkin Mike Wu Noah D. Goodman SSL 22 64 0 14 Oct 2020
The Risks of Invariant Risk Minimization Elan Rosenfeld Pradeep Ravikumar Andrej Risteski OOD 14 303 0 12 Oct 2020
Encoding Robustness to Image Style via Adversarial Feature Perturbations Manli Shu Zuxuan Wu Micah Goldblum Tom Goldstein AAML OOD 14 18 0 18 Sep 2020
Finite-Sample Guarantees for Wasserstein Distributionally Robust Optimization: Breaking the Curse of Dimensionality Rui Gao 13 88 0 09 Sep 2020
Learning to Balance Specificity and Invariance for In and Out of Domain Generalization Prithvijit Chattopadhyay Yogesh Balaji Judy Hoffman OOD 15 204 0 28 Aug 2020
Random Style Transfer based Domain Generalization Networks Integrating Shape and Spatial Information Lei Li V. Zimmer Wangbin Ding Fuping Wu Liqin Huang J. Schnabel Xiahai Zhuang OOD MedIm 9 22 0 27 Aug 2020
Robustness and Overfitting Behavior of Implicit Background Models Shirley Liu Charles Lehman Ghassan AlRegib VLM 10 1 0 21 Aug 2020
Discrepancy Minimization in Domain Generalization with Generative Nearest Neighbors Prashant Pandey Mrigank Raman Sumanth Varambally A. Prathosh 6 1 0 28 Jul 2020
Joint reconstruction and bias field correction for undersampled MR imaging Mélanie Gaillochet K. Tezcan E. Konukoglu 6 13 0 26 Jul 2020