Generalizing to Unseen Domains: A Survey on Domain Generalization

2 March 2021

Papers citing "Generalizing to Unseen Domains: A Survey on Domain Generalization"

50 / 570 papers shown

Title
ArCL: Enhancing Contrastive Learning with Augmentation-Robust Representations Xuyang Zhao Tianqi Du Yisen Wang Jun Yao Weiran Huang 23 13 0 02 Mar 2023
Domain-aware Triplet loss in Domain Generalization Kai Guo Brian C. Lovell OOD 12 6 0 01 Mar 2023
A Deep Neural Architecture for Harmonizing 3-D Input Data Analysis and Decision Making in Medical Imaging D. Kollias Anastasios Arsenos Stefanos D. Kollias AI4CE 21 35 0 01 Mar 2023
Learning to Generalize towards Unseen Domains via a Content-Aware Style Invariant Model for Disease Detection from Chest X-rays Mohammad Zunaed M. Haque Taufiq Hasan OOD 8 5 0 27 Feb 2023
FedCLIP: Fast Generalization and Personalization for CLIP in Federated Learning Wang Lu Xixu Hu Jindong Wang Xingxu Xie FedML VLM 11 51 0 27 Feb 2023
Forecasting Workload in Cloud Computing: Towards Uncertainty-Aware Predictions and Transfer Learning Andrea Rossi Andrea Visentin Diego Carraro Steven D. Prestwich Kenneth N. Brown 25 0 0 24 Feb 2023
On the Robustness of ChatGPT: An Adversarial and Out-of-distribution Perspective Jindong Wang Xixu Hu Wenxin Hou Hao Chen Runkai Zheng ... Weirong Ye Xiubo Geng Binxing Jiao Yue Zhang Xingxu Xie AI4MH 39 219 0 22 Feb 2023
Oriented Object Detection in Optical Remote Sensing Images using Deep Learning: A Survey Kunlin Wang Zi Wang Zhang Li Ang Su Xichao Teng Minhao Liu Qifeng Yu Qifeng Yu ObjD 76 8 0 21 Feb 2023
Boosting classification reliability of NLP transformer models in the long run Zoltán Kmetty Bence Kollányi Krisztián Boros 14 3 0 20 Feb 2023
On the Stability and Generalization of Triplet Learning Jun Chen H. Chen Xue Jiang Bin Gu Weifu Li Tieliang Gong Feng Zheng 16 4 0 20 Feb 2023
Towards Radar Emitter Recognition in Changing Environments with Domain Generalization Honglin Wu Xueqiong Li Long Lan Liyang Xu Yuhua Tang 8 0 0 18 Feb 2023
Improving the Out-Of-Distribution Generalization Capability of Language Models: Counterfactually-Augmented Data is not Enough Caoyun Fan Wenqing Chen Jidong Tian Yitian Li Hao He Yaohui Jin CML OODD 14 3 0 18 Feb 2023
EnfoMax: Domain Entropy and Mutual Information Maximization for Domain Generalized Face Anti-spoofing Tianyi Zheng CVBM 11 2 0 17 Feb 2023
Activity Cliff Prediction: Dataset and Benchmark Ziqiao Zhang Bangyi Zhao Ailin Xie Yatao Bian Shuigeng Zhou 14 10 0 15 Feb 2023
In Search for a Generalizable Method for Source Free Domain Adaptation Malik Boudiaf Tom Denton B. V. Merrienboer Vincent Dumoulin Eleni Triantafillou TTA 20 19 0 13 Feb 2023
Semantic Image Segmentation: Two Decades of Research G. Csurka Riccardo Volpi Boris Chidlovskii 3DV 24 49 0 13 Feb 2023
Key Design Choices for Double-Transfer in Source-Free Unsupervised Domain Adaptation Andrea Maracani Raffaello Camoriano Elisa Maiettini Davide Talon Lorenzo Rosasco Lorenzo Natale 14 2 0 10 Feb 2023
Generalized Video Anomaly Event Detection: Systematic Taxonomy and Comparison of Deep Models Y. Liu Dingkang Yang Yan Wang Jing Liu Jun Liu Azzedine Boukerche Peng Sun Liang Song 22 78 0 10 Feb 2023
Adversarial Style Augmentation for Domain Generalization Yabin Zhang Bin Deng Ruihuang Li K. Jia Lei Zhang AAML OOD 15 14 0 30 Jan 2023
FedRC: Tackling Diverse Distribution Shifts Challenge in Federated Learning by Robust Clustering Yongxin Guo Xiaoying Tang Tao R. Lin OOD FedML 17 8 0 29 Jan 2023
ManyDG: Many-domain Generalization for Healthcare Applications Chaoqi Yang M. P. M. Brandon Westover Jimeng Sun OOD CML 11 19 0 21 Jan 2023
Vision Based Machine Learning Algorithms for Out-of-Distribution Generalisation Hamza Riaz A. Smeaton OOD 21 2 0 17 Jan 2023
Modeling Uncertain Feature Representation for Domain Generalization Xiaotong Li Zixuan Hu Jun Liu Yixiao Ge Yongxing Dai Ling-Yu Duan OOD 21 3 0 16 Jan 2023
Optimal Power Flow Based on Physical-Model-Integrated Neural Network with Worth-Learning Data Generation Zuntao Hu Hongcai Zhang AI4CE 19 6 0 10 Jan 2023
Structural State Translation: Condition Transfer between Civil Structures Using Domain-Generalization for Structural Health Monitoring Furkan Luleci F. Catbas 16 2 0 28 Dec 2022
Improving Continuous Sign Language Recognition with Consistency Constraints and Signer Removal Ronglai Zuo Brian Mak SLR 13 17 0 26 Dec 2022
Quality at the Tail of Machine Learning Inference Zhengxin Yang Wanling Gao Chunjie Luo Lei Wang Fei Tang Xu Wen Jianfeng Zhan 20 1 0 25 Dec 2022
Adapting to Latent Subgroup Shifts via Concepts and Proxies Ibrahim M. Alabdulmohsin Nicole Chiou Alexander DÁmour A. Gretton Sanmi Koyejo Matt J. Kusner Stephen R. Pfohl Olawale Salaudeen Jessica Schrouff Katherine Tsai 46 9 0 21 Dec 2022
Not Just Pretty Pictures: Toward Interventional Data Augmentation Using Text-to-Image Generators Jianhao Yuan Francesco Pinto Adam Davies Philip H. S. Torr DiffM 8 12 0 21 Dec 2022
Domain Generalization with Correlated Style Uncertainty Zheyu Zhang Bin Wang Debesh Jha Ugur Demir Ulas Bagci OOD 25 5 0 20 Dec 2022
PoE: a Panel of Experts for Generalized Automatic Dialogue Assessment Chen Zhang L. F. D’Haro Qiquan Zhang Thomas Friedrichs Haizhou Li 13 7 0 18 Dec 2022
Phase2vec: Dynamical systems embedding with a physics-informed convolutional network Matthew Ricci Noa Moriel Zoe Piran Mor Nitzan AI4CE 16 5 0 07 Dec 2022
Domain generalization of 3D semantic segmentation in autonomous driving Jules Sanchez Jean-Emmanuel Deschaud F. Goulette 3DPC 16 24 0 07 Dec 2022
Semantic-aware Message Broadcasting for Efficient Unsupervised Domain Adaptation Xin Li Cuiling Lan Guoqiang Wei Zhibo Chen 20 4 0 06 Dec 2022
Day2Dark: Pseudo-Supervised Activity Recognition beyond Silent Daylight Yunhua Zhang Hazel Doughty Cees G. M. Snoek VLM 31 0 0 05 Dec 2022
Domain Adaptation and Generalization on Functional Medical Images: A Systematic Survey G. Sarafraz Armin Behnamnia Mehran Hosseinzadeh Ali Balapour Amin Meghrazi Hamid R. Rabiee OOD AI4CE 17 7 0 04 Dec 2022
Stable Learning via Sparse Variable Independence Han Yu Peng Cui Yue He Zheyan Shen Yong Lin Renzhe Xu Xingxuan Zhang OOD 20 12 0 02 Dec 2022
When Neural Networks Fail to Generalize? A Model Sensitivity Perspective Jiajin Zhang Hanqing Chao Amit Dhurandhar Pin-Yu Chen A. Tajer Yangyang Xu Pingkun Yan OOD AAML 11 14 0 01 Dec 2022
Domain Generalization for Robust Model-Based Offline Reinforcement Learning Alan Clark Shoaib Ahmed Siddiqui Robert Kirk Usman Anwar Stephen Chung David M. Krueger OOD OffRL 23 0 0 27 Nov 2022
CDDSA: Contrastive Domain Disentanglement and Style Augmentation for Generalizable Medical Image Segmentation Ran Gu Guotai Wang Jiangshan Lu Jingyang Zhang Wenhui Lei ... Wenjun Liao Shichuan Zhang Kang Li Dimitris N. Metaxas Shaoting Zhang MedIm 16 28 0 22 Nov 2022
Time Series Forecasting with Hypernetworks Generating Parameters in Advance Jaehoon Lee C. Kim Gyumin Lee Haksoo Lim Jeongwhan Choi Kookjin Lee Dongeun Lee Sanghyun Hong Noseong Park OOD AI4TS 11 3 0 22 Nov 2022
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 22 1 0 22 Nov 2022
Motor Imagery Decoding Using Ensemble Curriculum Learning and Collaborative Training Georgios Zoumpourlis Ioannis Patras 17 7 0 21 Nov 2022
Exploiting Personalized Invariance for Better Out-of-distribution Generalization in Federated Learning Xueyang Tang Song Guo Jie M. Zhang FedML OODD OOD 8 3 0 21 Nov 2022
I Can't Believe There's No Images! Learning Visual Tasks Using only Language Supervision Sophia Gu Christopher Clark Aniruddha Kembhavi VLM 14 23 0 17 Nov 2022
HMOE: Hypernetwork-based Mixture of Experts for Domain Generalization Jingang Qu T. Faney Zehao Wang Patrick Gallinari Soleiman Yousef J. D. Hemptinne OOD 14 7 0 15 Nov 2022
GLUE-X: Evaluating Natural Language Understanding Models from an Out-of-distribution Generalization Perspective Linyi Yang Shuibai Zhang Libo Qin Yafu Li Yidong Wang Hanmeng Liu Jindong Wang Xingxu Xie Yue Zhang ELM 19 79 0 15 Nov 2022
Improving the Robustness of Neural Multiplication Units with Reversible Stochasticity Bhumika Mistry K. Farrahi Jonathon S. Hare AAML 11 0 0 10 Nov 2022
GAPartNet: Cross-Category Domain-Generalizable Object Perception and Manipulation via Generalizable and Actionable Parts Haoran Geng Helin Xu Chengyan Zhao Chao Xu Li Yi Siyuan Huang He-Nan Wang 3DPC 22 91 0 10 Nov 2022
FIXED: Frustratingly Easy Domain Generalization with Mixup Wang Lu Jindong Wang Han Yu Lei Huang Xiang Zhang Yiqiang Chen Xingxu Xie 6 6 0 07 Nov 2022