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
Learning Less Generalizable Patterns with an Asymmetrically Trained Double Classifier for Better Test-Time Adaptation Thomas Duboudin Emmanuel Dellandréa Corentin Abgrall Gilles Hénaff Limin Chen TTA 19 1 0 17 Oct 2022
Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization Chaoqi Chen Luyao Tang Feng Liu Gangming Zhao Yue Huang Yizhou Yu 30 31 0 14 Oct 2022
Improving Out-of-Distribution Generalization by Adversarial Training with Structured Priors Qixun Wang Yifei Wang Hong Zhu Yisen Wang OOD 12 19 0 13 Oct 2022
A Comprehensive Survey of Data Augmentation in Visual Reinforcement Learning Guozheng Ma Zhen Wang Zhecheng Yuan Xueqian Wang Bo Yuan Dacheng Tao OffRL 32 26 0 10 Oct 2022
Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation Peiyi Wang Yifan Song Tianyu Liu Binghuai Lin Yunbo Cao Sujian Li Zhifang Sui CLL SLR 34 22 0 10 Oct 2022
Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-Experts Tao Zhong Zhixiang Chi Li Gu Yang Wang Yuanhao Yu Jingshan Tang OOD 66 29 0 08 Oct 2022
Time Will Change Things: An Empirical Study on Dynamic Language Understanding in Social Media Classification Yuji Zhang Jing Li 35 5 0 06 Oct 2022
Domain Generalization via Contrastive Causal Learning Qiaowei Miao Junkun Yuan Kun Kuang BDL OOD 33 12 0 06 Oct 2022
TripleE: Easy Domain Generalization via Episodic Replay X. Li Hongyu Ren Huifeng Yao Ziwei Liu 11 0 0 04 Oct 2022
Automatic Data Augmentation via Invariance-Constrained Learning Ignacio Hounie Luiz F. O. Chamon Alejandro Ribeiro 23 10 0 29 Sep 2022
Robust Forecasting for Robotic Control: A Game-Theoretic Approach Shubhankar Agarwal David Fridovich-Keil Sandeep P. Chinchali AI4TS 25 3 0 22 Sep 2022
Generalizing through Forgetting -- Domain Generalization for Symptom Event Extraction in Clinical Notes Sitong Zhou K. Lybarger Meliha Yetisgen-Yildiz Mari Ostendorf 32 2 0 20 Sep 2022
Bootstrap Generalization Ability from Loss Landscape Perspective Huanran Chen Shitong Shao Ziyi Wang Zirui Shang Jin Chen Xiaofeng Ji Xinxiao Wu OOD 61 17 0 18 Sep 2022
Single-source Domain Expansion Network for Cross-Scene Hyperspectral Image Classification Yuxiang Zhang Wei Li Weidong Sun Ran Tao Qian Du 20 188 0 04 Sep 2022
Back-to-Bones: Rediscovering the Role of Backbones in Domain Generalization Simone Angarano Mauro Martini Francesco Salvetti Vittorio Mazzia Marcello Chiaberge OOD 30 12 0 02 Sep 2022
Rethinking Cost-sensitive Classification in Deep Learning via Adversarial Data Augmentation Qiyuan Chen Raed Al Kontar Maher Nouiehed Xi Yang Corey A. Lester AAML 23 2 0 24 Aug 2022
Adversarial Feature Augmentation for Cross-domain Few-shot Classification Yan Hu A. J. Ma 24 47 0 23 Aug 2022
Semantic Self-adaptation: Enhancing Generalization with a Single Sample Sherwin Bahmani Oliver Hahn Eduard Zamfir Nikita Araslanov Daniel Cremers Stefan Roth OOD TTA VLM 30 6 0 10 Aug 2022
Class Is Invariant to Context and Vice Versa: On Learning Invariance for Out-Of-Distribution Generalization Jiaxin Qi Kaihua Tang Qianru Sun Xiansheng Hua Hanwang Zhang 19 12 0 06 Aug 2022
Equivariant Disentangled Transformation for Domain Generalization under Combination Shift Yivan Zhang Jindong Wang Xingxu Xie Masashi Sugiyama OOD 39 1 0 03 Aug 2022
GeoECG: Data Augmentation via Wasserstein Geodesic Perturbation for Robust Electrocardiogram Prediction Jiacheng Zhu Jielin Qiu Zhuolin Yang Douglas Weber M. Rosenberg Emerson Liu Bo-wen Li Ding Zhao OOD 28 13 0 02 Aug 2022
AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation Junyan Lyu Yiqi Zhang Yijin Huang Li Lin Pujin Cheng Xiaoying Tang MedIm 14 46 0 27 Jul 2022
Self-Distilled Vision Transformer for Domain Generalization M. Sultana Muzammal Naseer Muhammad Haris Khan Salman Khan F. Khan ViT 6 29 0 25 Jul 2022
Can we achieve robustness from data alone? Nikolaos Tsilivis Jingtong Su Julia Kempe OOD DD 36 18 0 24 Jul 2022
Improving Test-Time Adaptation via Shift-agnostic Weight Regularization and Nearest Source Prototypes Sungha Choi Seunghan Yang Seokeon Choi Sungrack Yun TTA OOD 25 64 0 24 Jul 2022
Breaking Correlation Shift via Conditional Invariant Regularizer Mingyang Yi Ruoyu Wang Jiacheng Sun Zhenguo Li Zhi-Ming Ma OODD 20 5 0 14 Jul 2022
Generalizing to Unseen Domains with Wasserstein Distributional Robustness under Limited Source Knowledge Junchang Wang Liyan Xie Yao Xie Shao-Lun Huang Yang Li OOD 12 0 0 11 Jul 2022
Adversarial Style Augmentation for Domain Generalized Urban-Scene Segmentation Zhun Zhong Yuyang Zhao G. Lee N. Sebe OOD 22 69 0 11 Jul 2022
Harnessing Out-Of-Distribution Examples via Augmenting Content and Style Zhuo Huang Xiaobo Xia Li Shen Bo Han Mingming Gong Chen Gong Tongliang Liu OODD 30 46 0 07 Jul 2022
Online Reflective Learning for Robust Medical Image Segmentation Yuhao Huang Xin Yang Xiaoqiong Huang Jiamin Liang Xinrui Zhou Cheng Chen Haoran Dou Xindi Hu Yan Cao Dong Ni OOD 14 8 0 01 Jul 2022
Single-domain Generalization in Medical Image Segmentation via Test-time Adaptation from Shape Dictionary Quande Liu Cheng Chen Qi Dou Pheng-Ann Heng OOD 47 36 0 29 Jun 2022
On Certifying and Improving Generalization to Unseen Domains Akshay Mehra B. Kailkhura Pin-Yu Chen Jihun Hamm OOD 21 4 0 24 Jun 2022
Mitigating Data Heterogeneity in Federated Learning with Data Augmentation Artur Back de Luca Guojun Zhang Xi Chen Yaoliang Yu FedML 22 29 0 20 Jun 2022
SHIFT: A Synthetic Driving Dataset for Continuous Multi-Task Domain Adaptation Tao Sun Mattia Segu Janis Postels Yuxuan Wang Luc Van Gool Bernt Schiele F. Tombari F. I. F. Richard Yu TTA 36 149 0 16 Jun 2022
Domain Generalization via Selective Consistency Regularization for Time Series Classification Wenyu Zhang Mohamed Ragab Chuan-Sheng Foo OOD AI4TS 19 2 0 16 Jun 2022
Improving Diversity with Adversarially Learned Transformations for Domain Generalization Tejas Gokhale Rushil Anirudh Jayaraman J. Thiagarajan B. Kailkhura Chitta Baral Yezhou Yang 13 28 0 15 Jun 2022
Accurate Emotion Strength Assessment for Seen and Unseen Speech Based on Data-Driven Deep Learning Rui Liu Berrak Sisman Björn Schuller Guanglai Gao Haizhou Li 22 11 0 15 Jun 2022
INDIGO: Intrinsic Multimodality for Domain Generalization Puneet Mangla Shivam Chandhok Milan Aggarwal V. Balasubramanian Balaji Krishnamurthy VLM 35 2 0 13 Jun 2022
Adversarial Unlearning: Reducing Confidence Along Adversarial Directions Amrith Rajagopal Setlur Benjamin Eysenbach Virginia Smith Sergey Levine 12 18 0 03 Jun 2022
MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation C. L. P. Chen Zeju Li C. Ouyang Matthew Sinclair Wenjia Bai Daniel Rueckert OOD 29 30 0 02 Jun 2022
Evolving Domain Generalization Wei Wang Gezheng Xu Ruizhi Pu Jiaqi Li Fan Zhou Changjian Shui Charles X. Ling Christian Gagné Boyu Wang OOD 29 3 0 31 May 2022
Informed Pre-Training on Prior Knowledge Laura von Rueden Sebastian Houben K. Cvejoski Christian Bauckhage Nico Piatkowski 32 6 0 23 May 2022
OTAdapt: Optimal Transport-based Approach For Unsupervised Domain Adaptation Thanh-Dat Truong N. V. R. Chappa Xuan-Bac Nguyen Ngan Le Ashley Dowling Khoa Luu OOD OT 36 11 0 22 May 2022
Test-time Batch Normalization Tao Yang Shenglong Zhou Yuwang Wang Yan Lu Nanning Zheng OOD 54 9 0 20 May 2022
Generalizing to Evolving Domains with Latent Structure-Aware Sequential Autoencoder Tiexin Qin Shiqi Wang Haoliang Li CML BDL 20 22 0 16 May 2022
Attention Consistency on Visual Corruptions for Single-Source Domain Generalization Ilke Çugu Massimiliano Mancini Yanbei Chen Zeynep Akata OOD 13 44 0 27 Apr 2022
Self-Supervised Text Erasing with Controllable Image Synthesis Gangwei Jiang Shiyao Wang T. Ge Yuning Jiang Ying Wei Defu Lian DiffM 16 12 0 27 Apr 2022
NICO++: Towards Better Benchmarking for Domain Generalization Xingxuan Zhang Linjun Zhou Renzhe Xu Haoxin Liu Zheyan Shen Peng Cui OOD 28 75 0 17 Apr 2022
MetaSets: Meta-Learning on Point Sets for Generalizable Representations Chao Huang Zhangjie Cao Yunbo Wang Jianmin Wang Mingsheng Long 3DPC 16 30 0 15 Apr 2022
Synthesizing Adversarial Visual Scenarios for Model-Based Robotic Control Shubhankar Agarwal Sandeep P. Chinchali AAML 27 4 0 13 Apr 2022