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
Dynamically Decoding Source Domain Knowledge for Domain Generalization Cuicui Kang Karthik Nandakumar OOD ViT 26 1 0 06 Oct 2021
Test-time Batch Statistics Calibration for Covariate Shift Fuming You Jingjing Li Zhou Zhao OOD 15 54 0 06 Oct 2021
Instrumental Variable-Driven Domain Generalization with Unobserved Confounders Junkun Yuan Xu Ma Ruoxuan Xiong Mingming Gong Xiangyu Liu Fei Wu Lanfen Lin Kun Kuang OOD CML 20 12 0 04 Oct 2021
Cycle-Consistent World Models for Domain Independent Latent Imagination Sidney Bender Tim Joseph Marius Zoellner 17 0 0 02 Oct 2021
Domain-Specific Bias Filtering for Single Labeled Domain Generalization Junkun Yuan Xu Ma Defang Chen Kun Kuang Fei Wu Lanfen Lin 45 23 0 02 Oct 2021
Variational Disentanglement for Domain Generalization Yufei Wang Haoliang Li Hao Cheng Bihan Wen Lap-Pui Chau Alex C. Kot OOD DRL 22 24 0 13 Sep 2021
Shape-Biased Domain Generalization via Shock Graph Embeddings M. Narayanan Vickram Rajendran Benjamin Kimia 14 14 0 13 Sep 2021
Discovery of New Multi-Level Features for Domain Generalization via Knowledge Corruption A. Frikha Denis Krompass Volker Tresp OOD 35 1 0 09 Sep 2021
Towards Out-Of-Distribution Generalization: A Survey Jiashuo Liu Zheyan Shen Yue He Xingxuan Zhang Renzhe Xu Han Yu Peng Cui CML OOD 49 516 0 31 Aug 2021
Self-balanced Learning For Domain Generalization Jin-Hwa Kim Jiyoung Lee Jungin Park Dongbo Min K. Sohn OOD AI4CE 13 6 0 31 Aug 2021
Efficient Out-of-Distribution Detection Using Latent Space of $β$ -VAE for Cyber-Physical Systems Shreyas Ramakrishna Zahra Rahiminasab G. Karsai Arvind Easwaran Abhishek Dubey OODD 6 27 0 26 Aug 2021
Learning to Diversify for Single Domain Generalization Zijian Wang Yadan Luo Ruihong Qiu Zi Huang Mahsa Baktash 32 248 0 26 Aug 2021
Discovering Spatial Relationships by Transformers for Domain Generalization Cuicui Kang Karthik Nandakumar ViT 21 0 0 23 Aug 2021
Exploring Data Aggregation and Transformations to Generalize across Visual Domains Antono DÍnnocente OOD 30 0 0 20 Aug 2021
Discriminative Domain-Invariant Adversarial Network for Deep Domain Generalization Mohammad Mahfujur Rahman Clinton Fookes S. Sridharan OOD 18 3 0 20 Aug 2021
Semantic Perturbations with Normalizing Flows for Improved Generalization Oğuz Kaan Yüksel Sebastian U. Stich Martin Jaggi Tatjana Chavdarova AAML 26 10 0 18 Aug 2021
Adapting to Unseen Vendor Domains for MRI Lesion Segmentation Brandon Mac A. Moody A. Khademi MedIm 19 0 0 14 Aug 2021
Boosting the Generalization Capability in Cross-Domain Few-shot Learning via Noise-enhanced Supervised Autoencoder Hanwen Liang Qiong Zhang Peng Dai Juwei Lu 30 59 0 11 Aug 2021
Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation C. L. P. Chen C. Qin C. Ouyang Zeju Li Shuo Wang Huaqi Qiu Liang Chen G. Tarroni Wenjia Bai Daniel Rueckert GAN MedIm 56 40 0 07 Aug 2021
Out-of-Domain Generalization from a Single Source: An Uncertainty Quantification Approach Xi Peng Fengchun Qiao Long Zhao OOD 39 34 0 05 Aug 2021
Statistical Analysis of Wasserstein Distributionally Robust Estimators Jose H. Blanchet Karthyek Murthy Viet Anh Nguyen 11 47 0 04 Aug 2021
Domain Generalization via Gradient Surgery Lucas Mansilla Rodrigo Echeveste Diego H. Milone Enzo Ferrante OOD 19 78 0 03 Aug 2021
Style Curriculum Learning for Robust Medical Image Segmentation Zhendong Liu Van Manh Xin Yang Xiaoqiong Huang Karim Lekadir Víctor M. Campello Nishant Ravikumar Alejandro F Frangi Dong Ni OOD 18 17 0 01 Aug 2021
Improving the Generalization of Meta-learning on Unseen Domains via Adversarial Shift Pinzhuo Tian Yao Gao OOD 9 1 0 23 Jul 2021
Data synthesis and adversarial networks: A review and meta-analysis in cancer imaging Richard Osuala Kaisar Kushibar Lidia Garrucho Akis Linardos Zuzanna Szafranowska Stefan Klein Ben Glocker Oliver Díaz Karim Lekadir MedIm 31 42 0 20 Jul 2021
Distributionally Robust Policy Learning via Adversarial Environment Generation Allen Z. Ren Anirudha Majumdar OOD 96 15 0 13 Jul 2021
Structured Latent Embeddings for Recognizing Unseen Classes in Unseen Domains Shivam Chandhok Sanath Narayan Hisham Cholakkal Rao Muhammad Anwer V. Balasubramanian F. Khan Ling Shao 18 6 0 12 Jul 2021
Embracing the Dark Knowledge: Domain Generalization Using Regularized Knowledge Distillation Yufei Wang Haoliang Li Lap-pui Chau Alex C. Kot FedML 13 40 0 06 Jul 2021
Generalizing Nucleus Recognition Model in Multi-source Images via Pruning Jiatong Cai Chenglu Zhu C. Cui Honglin Li Tong Wu Shichuan Zhang Lin Yang 19 8 0 06 Jul 2021
Generalization of Reinforcement Learning with Policy-Aware Adversarial Data Augmentation Hanping Zhang Yuhong Guo 22 23 0 29 Jun 2021
Critically examining the Domain Generalizability of Facial Expression Recognition models Varsha Suresh G. Yeo Desmond C. Ong 23 6 0 29 Jun 2021
Delving Deep into the Generalization of Vision Transformers under Distribution Shifts Chongzhi Zhang Mingyuan Zhang Shanghang Zhang Daisheng Jin Qiang-feng Zhou Zhongang Cai Haiyu Zhao Xianglong Liu Ziwei Liu 15 102 0 14 Jun 2021
Domain Generalization on Medical Imaging Classification using Episodic Training with Task Augmentation Chenxin Li Qi Qi Xinghao Ding Yue Huang Dong Liang Yizhou Yu OOD 11 64 0 13 Jun 2021
GP-ConvCNP: Better Generalization for Convolutional Conditional Neural Processes on Time Series Data Jens Petersen Gregor Koehler David Zimmerer Fabian Isensee Paul F. Jäger Klaus H. Maier-Hein BDL AI4TS 28 3 0 09 Jun 2021
Taxonomy of Machine Learning Safety: A Survey and Primer Sina Mohseni Haotao Wang Zhiding Yu Chaowei Xiao Zhangyang Wang J. Yadawa 19 31 0 09 Jun 2021
OoD-Bench: Quantifying and Understanding Two Dimensions of Out-of-Distribution Generalization Nanyang Ye Kaican Li Haoyue Bai Runpeng Yu Lanqing Hong Fengwei Zhou Zhenguo Li Jun Zhu CML OOD 40 106 0 07 Jun 2021
Quantifying and Improving Transferability in Domain Generalization Guojun Zhang Han Zhao Yaoliang Yu Pascal Poupart 37 37 0 07 Jun 2021
RDA: Robust Domain Adaptation via Fourier Adversarial Attacking Jiaxing Huang Dayan Guan Aoran Xiao Shijian Lu AAML 35 76 0 05 Jun 2021
Cross-Domain First Person Audio-Visual Action Recognition through Relative Norm Alignment M. Planamente Chiara Plizzari Emanuele Alberti Barbara Caputo EgoV 14 12 0 03 Jun 2021
Contrastive ACE: Domain Generalization Through Alignment of Causal Mechanisms Yunqi Wang Furui Liu Zhitang Chen Qing Lian Guangyong Chen Jianye Hao Yik-Chung Wu OOD CML 22 34 0 02 Jun 2021
Adversarially Adaptive Normalization for Single Domain Generalization Xinjie Fan Qifei Wang Junjie Ke Feng Yang Boqing Gong Mingyuan Zhou 22 129 0 01 Jun 2021
Invariant Policy Learning: A Causal Perspective Sorawit Saengkyongam Nikolaj Thams J. Peters Niklas Pfister CML OffRL 19 13 0 01 Jun 2021
Semi-Supervised Domain Generalization with Stochastic StyleMatch Kaiyang Zhou Chen Change Loy Ziwei Liu OOD 27 56 0 01 Jun 2021
On the benefits of representation regularization in invariance based domain generalization Changjian Shui Boyu Wang Christian Gagné OOD 14 25 0 30 May 2021
Not Far Away, Not So Close: Sample Efficient Nearest Neighbour Data Augmentation via MiniMax Ehsan Kamalloo Mehdi Rezagholizadeh Peyman Passban Ali Ghodsi AAML 12 17 0 28 May 2021
Improved OOD Generalization via Adversarial Training and Pre-training Mingyang Yi Lu Hou Jiacheng Sun Lifeng Shang Xin Jiang Qun Liu Zhi-Ming Ma VLM 23 83 0 24 May 2021
A Fourier-based Framework for Domain Generalization Qinwei Xu Ruipeng Zhang Ya-Qin Zhang Yanfeng Wang Qi Tian OOD 6 424 0 24 May 2021
Generalizable Person Re-identification with Relevance-aware Mixture of Experts Yongxing Dai Xiaotong Li Jun Liu Zekun Tong Ling-yu Duan OOD 25 125 0 19 May 2021
Privacy-Preserving Constrained Domain Generalization via Gradient Alignment Chris Xing Tian Haoliang Li Yufei Wang Shiqi Wang 13 4 0 14 May 2021
Adaptive Test-Time Augmentation for Low-Power CPU Luca Mocerino R. G. Rizzo Valentino Peluso A. Calimera Enrico Macii TTA 17 4 0 13 May 2021