Domain Generalization: A Survey

3 March 2021

Yu Qiao

Papers citing "Domain Generalization: A Survey"

50 / 525 papers shown

Title
Wild-Tab: A Benchmark For Out-Of-Distribution Generalization In Tabular Regression Sergey Kolesnikov CML OOD 12 4 0 04 Dec 2023
Enhancing and Adapting in the Clinic: Source-free Unsupervised Domain Adaptation for Medical Image Enhancement Heng Li Ziqin Lin Zhongxi Qiu Zinan Li Huazhu Fu Yan Hu Jiang-Dong Liu MedIm 29 9 0 03 Dec 2023
Which Augmentation Should I Use? An Empirical Investigation of Augmentations for Self-Supervised Phonocardiogram Representation Learning Aristotelis Ballas Vasileios Papapanagiotou Christos Diou 30 0 0 01 Dec 2023
TeG-DG: Textually Guided Domain Generalization for Face Anti-Spoofing Lianrui Mu Jianhong Bai Xiaoxuan He Jiangnan Ye Xiaoyu Liang Yuchen Yang Jiedong Zhuang Haoji Hu 27 2 0 30 Nov 2023
A Simple Recipe for Language-guided Domain Generalized Segmentation Mohammad Fahes Tuan-Hung Vu Andrei Bursuc Patrick Pérez Raoul de Charette VLM 23 14 0 29 Nov 2023
Rescuing referral failures during automated diagnosis of domain-shifted medical images Anuj Srivastava Karm Patel Pradeep Shenoy D. Sridharan OOD 23 0 0 28 Nov 2023
Towards Full-scene Domain Generalization in Multi-agent Collaborative Bird's Eye View Segmentation for Connected and Autonomous Driving Senkang Hu Zhengru Fang Xianhao Chen Yuguang Fang Sam Kwong 44 15 0 28 Nov 2023
Predicting Gradient is Better: Exploring Self-Supervised Learning for SAR ATR with a Joint-Embedding Predictive Architecture Wei-Jang Li Yang Wei Tianpeng Liu Yuenan Hou Yuxuan Li Zhen Liu Yongxiang Liu Li Liu 25 17 0 26 Nov 2023
Descriptor and Word Soups: Overcoming the Parameter Efficiency Accuracy Tradeoff for Out-of-Distribution Few-shot Learning Christopher Liao Theodoros Tsiligkaridis Brian Kulis OODD 41 5 0 21 Nov 2023
$Generalized super-resolution 4D Flow MRI $\unicode{x2013}$ using ensemble learning to extend across the cardiovascular system$ Generalized super-resolution 4D Flow MRI $\unicode{x2013}$ using ensemble learning to extend across the cardiovascular system Leon Ericsson Adam Hjalmarsson Muhammad Usman Akbar E. Ferdian Mia Bonini ... Susanne Schnell C. A. Figueroa David A. Nordsletten Alistair A. Young David Marlevi OOD 16 0 0 20 Nov 2023
Domain Generalization of 3D Object Detection by Density-Resampling Shuangzhi Li Lei Ma Xingyu Li 3DPC 21 4 0 17 Nov 2023
A2XP: Towards Private Domain Generalization Geunhyeok Yu Hyoseok Hwang 24 0 0 17 Nov 2023
Improving Generalization of Drowsiness State Classification by Domain-Specific Normalization Dong-Young Kim Dong-Kyun Han Seo-Hyeon Park Geun-Deok Jang Seong-Whan Lee 19 0 0 15 Nov 2023
Is Machine Learning Unsafe and Irresponsible in Social Sciences? Paradoxes and Reconsidering from Recidivism Prediction Tasks Jianhong Liu D. Li 8 1 0 11 Nov 2023
Domain Generalization by Learning from Privileged Medical Imaging Information Steven Korevaar Ruwan Tennakoon Ricky O'Brien Dwarikanath Mahapatra Alireza Bab-Hadiasha OOD 12 0 0 10 Nov 2023
Why Do Probabilistic Clinical Models Fail To Transport Between Sites? Thomas A. Lasko Eric V. Strobl William W Stead OOD 38 7 0 08 Nov 2023
FetMRQC: an open-source machine learning framework for multi-centric fetal brain MRI quality control Thomas Sanchez Oscar Esteban Yvan Gomez A. Pron Mériam Koob ... Nadine Girard Andras Jakab E. Eixarch G. Auzias Meritxell Bach Cuadra 24 5 0 08 Nov 2023
Instruct Me More! Random Prompting for Visual In-Context Learning Jiahao Zhang Bowen Wang Liangzhi Li Yuta Nakashima Hajime Nagahara VLM 27 15 0 07 Nov 2023
Robust Fine-Tuning of Vision-Language Models for Domain Generalization Kevin Vogt-Lowell Noah Lee Theodoros Tsiligkaridis Marc Vaillant VLM 37 4 0 03 Nov 2023
Invariant-Feature Subspace Recovery: A New Class of Provable Domain Generalization Algorithms Haoxiang Wang Gargi Balasubramaniam Haozhe Si Bo Li Han Zhao OOD 35 1 0 02 Nov 2023
In Search of Lost Online Test-time Adaptation: A Survey Zixin Wang Yadan Luo Liang Zheng Zhuoxiao Chen Sen Wang Zi Huang 32 15 0 31 Oct 2023
Seeking Flat Minima with Mean Teacher on Semi- and Weakly-Supervised Domain Generalization for Object Detection Ryosuke Furuta Yoichi Sato 21 0 0 30 Oct 2023
CHAMMI: A benchmark for channel-adaptive models in microscopy imaging Zitong S. Chen Chau Pham Siqi Wang Michael Doron Nikita Moshkov Bryan A. Plummer Juan C. Caicedo 30 10 0 30 Oct 2023
Diversifying Spatial-Temporal Perception for Video Domain Generalization Kun-Yu Lin Jia-Run Du Yipeng Gao Jiaming Zhou Wei-Shi Zheng 42 14 0 27 Oct 2023
ParisLuco3D: A high-quality target dataset for domain generalization of LiDAR perception Jules Sanchez Louis Soum-Fontez Jean-Emmanuel Deschaud F. Goulette 3DPC 3DV 21 3 0 25 Oct 2023
Bayesian Domain Invariant Learning via Posterior Generalization of Parameter Distributions Shiyu Shen Bin Pan Tianyang Shi Tao Li Zhenwei Shi BDL OOD 23 1 0 25 Oct 2023
Specify Robust Causal Representation from Mixed Observations Mengyue Yang Xin-Qiang Cai Furui Liu Weinan Zhang Jun Wang CML OOD 18 7 0 21 Oct 2023
IDEAL: Influence-Driven Selective Annotations Empower In-Context Learners in Large Language Models Shaokun Zhang Xiaobo Xia Zhaoqing Wang Ling-Hao Chen Jiale Liu Qingyun Wu Tongliang Liu 34 20 0 16 Oct 2023
Generalizable Person Search on Open-world User-Generated Video Content Junjie Li Guanshuo Wang Yichao Yan Fufu Yu Qiong Jia Jie Qin Shouhong Ding Xiaokang Yang 28 0 0 16 Oct 2023
Towards Unified and Effective Domain Generalization Yiyuan Zhang Kaixiong Gong Xiaohan Ding Kaipeng Zhang Fangrui Lv Kurt Keutzer Xiangyu Yue AI4CE OOD FedML 33 4 0 16 Oct 2023
Robustness May be More Brittle than We Think under Different Degrees of Distribution Shifts Kaican Li Yifan Zhang Lanqing Hong Zhenguo Li Nevin L. Zhang OOD 35 0 0 10 Oct 2023
Data efficient deep learning for medical image analysis: A survey Suruchi Kumari Pravendra Singh 37 12 0 10 Oct 2023
Activate and Reject: Towards Safe Domain Generalization under Category Shift Chaoqi Chen Luyao Tang Leitian Tao Hong-Yu Zhou Yue Huang Xiaoguang Han Yizhou Yu OOD 20 10 0 07 Oct 2023
Generalized Robust Test-Time Adaptation in Continuous Dynamic Scenarios Shuangliang Li Longhui Yuan Binhui Xie Tao Yang TTA 22 2 0 07 Oct 2023
Domain Generalization for Medical Image Analysis: A Survey Jee Seok Yoon Kwanseok Oh Yooseung Shin Maciej A Mazurowski Heung-Il Suk LM&MA OOD 35 4 0 05 Oct 2023
Towards Domain-Specific Features Disentanglement for Domain Generalization Hao Chen Qi Zhang Zenan Huang Haobo Wang Jun Zhao OOD 43 1 0 04 Oct 2023
Discovering environments with XRM Mohammad Pezeshki Diane Bouchacourt Mark Ibrahim Jimuyang Zhang Pascal Vincent David Lopez-Paz 41 18 0 28 Sep 2023
CauDR: A Causality-inspired Domain Generalization Framework for Fundus-based Diabetic Retinopathy Grading Hao Wei Peilun Shi Juzheng Miao Minqing Zhang Guitao Bai Jianing Qiu Furui Liu Wu Yuan MedIm OOD 18 3 0 27 Sep 2023
Learning Invariant Representations with a Nonparametric Nadaraya-Watson Head Alan Q. Wang Minh Nguyen M. Sabuncu CML OOD 34 1 0 23 Sep 2023
OneNet: Enhancing Time Series Forecasting Models under Concept Drift by Online Ensembling Yifan Zhang Qingsong Wen Xue Wang Weiqiu Chen Liang Sun Z. Zhang Liang Wang Rong Jin Tien-Ping Tan AI4TS 41 28 0 22 Sep 2023
Invariant Learning via Probability of Sufficient and Necessary Causes Mengyue Yang Zhen Fang Yonggang Zhang Yali Du Furui Liu Jean-François Ton Jianhong Wang Jun Wang OODD 32 13 0 22 Sep 2023
Environment-biased Feature Ranking for Novelty Detection Robustness Stefan Smeu Elena Burceanu Emanuela Haller Andrei Liviu Nicolicioiu OOD 36 0 0 21 Sep 2023
Weight Averaging Improves Knowledge Distillation under Domain Shift Valeriy Berezovskiy Nikita Morozov MoMe 21 1 0 20 Sep 2023
Domain Generalization with Fourier Transform and Soft Thresholding Hongyi Pan Bin Wang Zheyuan Zhan Xin Zhu Debesh Jha Ahmet Enis Cetin C. Spampinato Ulas Bagci OOD 22 1 0 18 Sep 2023
DGM-DR: Domain Generalization with Mutual Information Regularized Diabetic Retinopathy Classification Aleksandr Matsun Dana O. Mohamed Sharon Chokuwa Muhammad Ridzuan Mohammad Yaqub OOD 44 2 0 18 Sep 2023
Multi-dimensional domain generalization with low-rank structures Sai Li Linjun Zhang 36 2 0 18 Sep 2023
Adaptive Communications in Collaborative Perception with Domain Alignment for Autonomous Driving Senkang Hu Zhengru Fang Haonan An Guowen Xu Yuan Zhou Xianhao Chen Yuguang Fang 30 17 0 15 Sep 2023
Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges Fei Dou Jin Ye Geng Yuan Qin Lu Wei Niu ... Hongyue Sun Yunli Shao Changying Li Tianming Liu Wenzhan Song AI4CE 23 29 0 14 Sep 2023
Towards Reliable Domain Generalization: A New Dataset and Evaluations Jiao Zhang Xu-Yao Zhang Cheng-Lin Liu OOD 26 0 0 12 Sep 2023
Comprehensive analysis of synthetic learning applied to neonatal brain MRI segmentation R. Valabregue F. Girka A. Pron F. Rousseau G. Auzias 34 6 0 11 Sep 2023