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 Instance-Specific Adaptation for Cross-Domain Segmentation Yuliang Zou Zizhao Zhang Chun-Liang Li Han Zhang Tomas Pfister Jia-Bin Huang TTA OOD 27 14 0 30 Mar 2022
On the Road to Online Adaptation for Semantic Image Segmentation Riccardo Volpi Pau de Jorge Diane Larlus G. Csurka OffRL 31 25 0 30 Mar 2022
Towards Domain Generalization in Object Detection Xingxuan Zhang Zekai Xu Renzhe Xu Jiashuo Liu Peng Cui Weitao Wan Chong Sun Chen Li ObjD OOD 24 21 0 27 Mar 2022
Causality Inspired Representation Learning for Domain Generalization Fangrui Lv Jian Liang Shuang Li Bin Zang Chi Harold Liu Ziteng Wang Di Liu CML OOD 30 160 0 27 Mar 2022
Compound Domain Generalization via Meta-Knowledge Encoding Chaoqi Chen Jiongcheng Li Xiaoguang Han Xiaoqing Liu Yizhou Yu AI4CE 27 59 0 24 Mar 2022
FAMLP: A Frequency-Aware MLP-Like Architecture For Domain Generalization Kecheng Zheng Yang Cao Kai Zhu Ruijing Zhao Zhengjun Zha 22 5 0 24 Mar 2022
Deep Frequency Filtering for Domain Generalization Shiqi Lin Zhizheng Zhang Zhipeng Huang Yan Lu Cuiling Lan ... Jiang Wang Zicheng Liu Amey Parulkar V. Navkal Zhibo Chen 25 49 0 23 Mar 2022
Out-of-distribution Generalization with Causal Invariant Transformations Ruoyu Wang Mingyang Yi Zhitang Chen Shengyu Zhu OOD OODD 33 56 0 22 Mar 2022
When Chosen Wisely, More Data Is What You Need: A Universal Sample-Efficient Strategy For Data Augmentation Ehsan Kamalloo Mehdi Rezagholizadeh A. Ghodsi 15 9 0 17 Mar 2022
Exact Feature Distribution Matching for Arbitrary Style Transfer and Domain Generalization Yabin Zhang Minghan Li Ruihuang Li K. Jia Lei Zhang OOD 24 161 0 15 Mar 2022
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness Tejas Gokhale Swaroop Mishra Man Luo Bhavdeep Singh Sachdeva Chitta Baral 42 29 0 15 Mar 2022
Bridging the Source-to-target Gap for Cross-domain Person Re-Identification with Intermediate Domains Yongxing Dai Yifan Sun Jun Liu Zekun Tong Yi Yang Ling-yu Duan 27 11 0 03 Mar 2022
Global-Local Regularization Via Distributional Robustness Hoang Phan Trung Le Trung-Nghia Phung Tu Bui Nhat Ho Dinh Q. Phung OOD 14 12 0 01 Mar 2022
Edge Augmentation for Large-Scale Sketch Recognition without Sketches Nikos Efthymiadis Giorgos Tolias Ondřej Chum 32 7 0 26 Feb 2022
VLAD-VSA: Cross-Domain Face Presentation Attack Detection with Vocabulary Separation and Adaptation Jiong Wang Zhou Zhao Weike Jin Xinyu Duan Zhen Lei Baoxing Huai Yiling Wu Xiaofei He CVBM AAML VLM 16 12 0 21 Feb 2022
Learning to Generalize across Domains on Single Test Samples Zehao Xiao Xiantong Zhen Ling Shao Cees G. M. Snoek OOD 19 31 0 16 Feb 2022
Provable Domain Generalization via Invariant-Feature Subspace Recovery Haoxiang Wang Haozhe Si Bo-wen Li Han Zhao OOD 54 32 0 30 Jan 2022
DrugOOD: Out-of-Distribution (OOD) Dataset Curator and Benchmark for AI-aided Drug Discovery -- A Focus on Affinity Prediction Problems with Noise Annotations Yuanfeng Ji Lu Zhang Jiaxiang Wu Bing Wu Long-Kai Huang ... Ping Luo Shuigeng Zhou Junzhou Huang Peilin Zhao Yatao Bian OOD 60 73 0 24 Jan 2022
Cross-Domain Few-Shot Graph Classification Kaveh Hassani 10 31 0 20 Jan 2022
Parameter-free Online Test-time Adaptation Malik Boudiaf Romain Mueller Ismail Ben Ayed Luca Bertinetto TTA 25 137 0 15 Jan 2022
ITSA: An Information-Theoretic Approach to Automatic Shortcut Avoidance and Domain Generalization in Stereo Matching Networks Weiqin Chuah Ruwan Tennakoon R. Hoseinnezhad A. Bab-Hadiashar David Suter OOD 16 39 0 06 Jan 2022
Improving Out-of-Distribution Robustness via Selective Augmentation Huaxiu Yao Yu-Xiang Wang Sai Li Linjun Zhang Weixin Liang James Y. Zou Chelsea Finn OOD OODD 21 210 0 02 Jan 2022
MSeg: A Composite Dataset for Multi-domain Semantic Segmentation John Lambert Zhuang Liu Ozan Sener James Hays V. Koltun VLM 26 197 0 27 Dec 2021
Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual Normalization Ziqi Zhou Lei Qi Xin Yang Dong Ni Yinghuan Shi OOD MedIm 20 57 0 21 Dec 2021
3D-VField: Adversarial Augmentation of Point Clouds for Domain Generalization in 3D Object Detection Alexander Lehner Stefano Gasperini Alvaro Marcos-Ramiro Michael Schmidt M. N. Mahani Nassir Navab Benjamin Busam F. Tombari 3DPC 21 51 0 09 Dec 2021
PLACE dropout: A Progressive Layer-wise and Channel-wise Dropout for Domain Generalization Jintao Guo Lei Qi Yinghuan Shi Yang Gao OOD AI4CE 26 5 0 07 Dec 2021
Unsupervised Domain Adaptation for Semantic Image Segmentation: a Comprehensive Survey G. Csurka Riccardo Volpi Boris Chidlovskii OOD VLM 3DV 65 40 0 06 Dec 2021
Causal-based Time Series Domain Generalization for Vehicle Intention Prediction Yeping Hu Xiaogang Jia M. Tomizuka Wei Zhan OOD 38 25 0 03 Dec 2021
Ranking Distance Calibration for Cross-Domain Few-Shot Learning Pan Li S. Gong Chengjie Wang Yanwei Fu 24 32 0 01 Dec 2021
Human Imperceptible Attacks and Applications to Improve Fairness Xinru Hua Huanzhong Xu Jose H. Blanchet V. Nguyen AAML 19 3 0 30 Nov 2021
Towards Robust and Adaptive Motion Forecasting: A Causal Representation Perspective Yuejiang Liu Riccardo Cadei Jonas Schweizer Sherwin Bahmani Alexandre Alahi OOD TTA 35 51 0 29 Nov 2021
Towards Principled Disentanglement for Domain Generalization Hanlin Zhang Yi-Fan Zhang Weiyang Liu Adrian Weller Bernhard Schölkopf Eric P. Xing OOD 31 112 0 27 Nov 2021
Causality-inspired Single-source Domain Generalization for Medical Image Segmentation C. Ouyang C. L. P. Chen Surui Li Zeju Li C. Qin Wenjia Bai Daniel Rueckert OOD 25 155 0 24 Nov 2021
Domain Generalization for Mammography Detection via Multi-style and Multi-view Contrastive Learning Zheren Li Zhiming Cui Sheng Wang Yuji Qi Xi Ouyang Qitian Chen Yuezhi Yang Zhong Xue D. Shen Jie-Zhi Cheng OOD MedIm 9 39 0 21 Nov 2021
Understanding and Testing Generalization of Deep Networks on Out-of-Distribution Data Rui Hu Jitao Sang Jinqiang Wang Rui Hu Chaoquan Jiang CML OOD 19 7 0 17 Nov 2021
Mitigating domain shift in AI-based tuberculosis screening with unsupervised domain adaptation Nishanjan Ravin Sourajit Saha A. Schweitzer A. Elahi Farouk Dako D. Mollura David Chapman OOD 12 0 0 09 Nov 2021
Out-of-Domain Human Mesh Reconstruction via Dynamic Bilevel Online Adaptation Shanyan Guan Jingwei Xu Michelle Z. He Yunbo Wang Bingbing Ni Xiaokang Yang 3DH 32 33 0 07 Nov 2021
Three approaches to facilitate DNN generalization to objects in out-of-distribution orientations and illuminations Akira Sakai Taro Sunagawa Spandan Madan Kanata Suzuki Takashi Katoh Hiromichi Kobashi Hanspeter Pfister Pawan Sinha Xavier Boix Tomotake Sasaki 13 2 0 30 Oct 2021
Mosaicking to Distill: Knowledge Distillation from Out-of-Domain Data Gongfan Fang Yifan Bao Jie Song Xinchao Wang Don Xie Chengchao Shen Mingli Song 35 44 0 27 Oct 2021
AugMax: Adversarial Composition of Random Augmentations for Robust Training Haotao Wang Chaowei Xiao Jean Kossaifi Zhiding Yu Anima Anandkumar Zhangyang Wang 19 106 0 26 Oct 2021
A Probabilistic Framework for Knowledge Graph Data Augmentation Jatin Chauhan Priyanshu Gupta Pasquale Minervini 11 4 0 25 Oct 2021
Domain Adaptation and Active Learning for Fine-Grained Recognition in the Field of Biodiversity Bernd Gruner Matthias Körschens Björn Barz Joachim Denzler 16 0 0 22 Oct 2021
Robustness through Data Augmentation Loss Consistency Tianjian Huang Shaunak Halbe Chinnadhurai Sankar P. Amini Satwik Kottur A. Geramifard Meisam Razaviyayn Ahmad Beirami OOD 37 8 0 21 Oct 2021
Domain Generalization through Audio-Visual Relative Norm Alignment in First Person Action Recognition M. Planamente Chiara Plizzari Emanuele Alberti Barbara Caputo EgoV 14 33 0 19 Oct 2021
Deep Active Learning by Leveraging Training Dynamics Haonan Wang Wei Huang Ziwei Wu A. Margenot Hanghang Tong Jingrui He AI4CE 27 33 0 16 Oct 2021
Semantically Distributed Robust Optimization for Vision-and-Language Inference Tejas Gokhale A. Chaudhary Pratyay Banerjee Chitta Baral Yezhou Yang 46 17 0 14 Oct 2021
Collaborative Semantic Aggregation and Calibration for Federated Domain Generalization Junkun Yuan Xu Ma Defang Chen Fei Wu Lanfen Lin Kun Kuang FedML 35 22 0 13 Oct 2021
Better Pseudo-label: Joint Domain-aware Label and Dual-classifier for Semi-supervised Domain Generalization Ruiqi Wang Lei Qi Yinghuan Shi Yang Gao 25 22 0 10 Oct 2021
Towards Data-Free Domain Generalization A. Frikha Haokun Chen Denis Krompass Thomas Runkler Volker Tresp OOD 36 14 0 09 Oct 2021
StrengthNet: Deep Learning-based Emotion Strength Assessment for Emotional Speech Synthesis Rui Liu Berrak Sisman Haizhou Li 19 2 0 07 Oct 2021