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
Improving the Generalizability of Trajectory Prediction Models with Frenet-Based Domain Normalization Luyao Ye Zikang Zhou Jianping Wang 14 10 0 29 May 2023
CNN Feature Map Augmentation for Single-Source Domain Generalization Aristotelis Ballas Christos Diou OOD 19 3 0 26 May 2023
Representation Transfer Learning via Multiple Pre-trained models for Linear Regression Navjot Singh Suhas Diggavi 27 1 0 25 May 2023
Generalizable Low-Resource Activity Recognition with Diverse and Discriminative Representation Learning Xin Qin Jindong Wang Shuo Ma Wang Lu Yongchun Zhu Xingxu Xie Yiqiang Chen AI4TS 13 14 0 25 May 2023
Meta Adaptive Task Sampling for Few-Domain Generalization Zheyan Shen Han Yu Peng Cui Jiashuo Liu Xingxuan Zhang Linjun Zhou Furui Liu OOD 8 1 0 25 May 2023
Rethinking the Evaluation Protocol of Domain Generalization Han Yu Xingxuan Zhang Renzhe Xu Jiashuo Liu Yue He Peng Cui OOD 19 7 0 24 May 2023
Feature-aligned N-BEATS with Sinkhorn divergence Joon-Young Lee Myeongho Jeon Myung-joo Kang Kyung-soon Park AI4TS 17 0 0 24 May 2023
Domain-Expanded ASTE: Rethinking Generalization in Aspect Sentiment Triplet Extraction Yew Ken Chia Hui Chen Wei Han Guizhen Chen Sharifah Mahani Aljunied Soujanya Poria Lidong Bing 21 3 0 23 May 2023
Survey of Automatic Plankton Image Recognition: Challenges, Existing Solutions and Future Perspectives T. Eerola Daniel Batrakhanov Nastaran Vatankhah Barazandeh K. Kraft Lumi Haraguchi L. Lensu S. Suikkanen Jukka Seppälä T. Tamminen H. Kalviainen 11 10 0 19 May 2023
Embrace Limited and Imperfect Training Datasets: Opportunities and Challenges in Plant Disease Recognition Using Deep Learning Mingle Xu H. Kim Jucheng Yang A. Fuentes Yao Meng Sook Yoon Taehyun Kim D. Park 13 17 0 19 May 2023
Rapid Adaptation in Online Continual Learning: Are We Evaluating It Right? Hasan Hammoud Ameya Prabhu Ser-Nam Lim Philip H. S. Torr Adel Bibi Bernard Ghanem CLL 97 16 0 16 May 2023
Shared and Private Information Learning in Multimodal Sentiment Analysis with Deep Modal Alignment and Self-supervised Multi-Task Learning Songning Lai Jiakang Li Guinan Guo Xifeng Hu Yulong Li ... Yutong Liu Zhaoxia Ren Chun Wan Danmin Miao Zhi Liu SSL 36 9 0 15 May 2023
Consistency Regularization for Domain Generalization with Logit Attribution Matching Han Gao Kaican Li Weiyan Xie Zhi Lin Yongxiang Huang Luning Wang Caleb Chen Cao N. Zhang 11 2 0 13 May 2023
A Survey on Deep Learning-Based Monocular Spacecraft Pose Estimation: Current State, Limitations and Prospects Leo Pauly Wassim Rharbaoui Carl Shneider A. Rathinam Vincent Gaudillière Djamila Aouada 13 44 0 12 May 2023
Meta-Learners for Few-Shot Weakly-Supervised Medical Image Segmentation Hugo Oliveira P. H. T. Gama Isabelle Bloch R. M. C. Junior 14 8 0 11 May 2023
Adaptive Domain Generalization for Digital Pathology Images A. Walker MedIm OOD 14 1 0 09 May 2023
Scalable Optimal Transport Methods in Machine Learning: A Contemporary Survey Abdelwahed Khamis Russell Tsuchida Mohamed Tarek V. Rolland Lars Petersson OT 31 12 0 08 May 2023
A Survey on Out-of-Distribution Detection in NLP Hao Lang Yinhe Zheng Yixuan Li Jian Sun Feiling Huang Yongbin Li 13 19 0 05 May 2023
ZipIt! Merging Models from Different Tasks without Training George Stoica Daniel Bolya J. Bjorner Pratik Ramesh Taylor N. Hearn Judy Hoffman VLM MoMe 36 109 0 04 May 2023
Multi-Domain Learning From Insufficient Annotations Tahira Shehzadi Shengcai Liu D. Stricker Marcus Liwicki Muhammad Zeshan Afzal 8 1 0 04 May 2023
Are demographically invariant models and representations in medical imaging fair? Eike Petersen Enzo Ferrante M. Ganz Aasa Feragen MedIm 27 9 0 02 May 2023
PGrad: Learning Principal Gradients For Domain Generalization Zhe Wang J. E. Grigsby Yanjun Qi OOD 23 10 0 02 May 2023
Defining Replicability of Prediction Rules Giovanni Parmigiani AI4CE 9 2 0 30 Apr 2023
Hierarchical Disentanglement-Alignment Network for Robust SAR Vehicle Recognition Wei-Jang Li Wei Yang Wenpeng Zhang Tianpeng Liu Yongxiang Liu Y. Liu 14 16 0 07 Apr 2023
Domain Generalization with Adversarial Intensity Attack for Medical Image Segmentation Zheyu Zhang Bin Wang Lanhong Yao Ugur Demir Debesh Jha I. Turkbey Boqing Gong Ulas Bagci AAML MedIm OOD 11 11 0 05 Apr 2023
Multi-Domain Norm-referenced Encoding Enables Data Efficient Transfer Learning of Facial Expression Recognition M. Stettler Alexander Lappe N. Taubert M. Giese 3DH 4 0 0 05 Apr 2023
Counterfactual Learning on Graphs: A Survey Zhimeng Guo Teng Xiao Zongyu Wu Charu C. Aggarwal Hui Liu Suhang Wang CML AI4CE 38 18 0 03 Apr 2023
CNNs with Multi-Level Attention for Domain Generalization Aristotelis Ballas Christos Diou OOD 14 6 0 02 Apr 2023
Simple Domain Generalization Methods are Strong Baselines for Open Domain Generalization Masashi Noguchi Shinichi Shirakawa VLM AI4CE 19 5 0 31 Mar 2023
Learnability, Sample Complexity, and Hypothesis Class Complexity for Regression Models S. Beheshti Mahdi Shamsi 14 0 0 28 Mar 2023
Complementary Domain Adaptation and Generalization for Unsupervised Continual Domain Shift Learning Won-Yong Cho Jinha Park Taesup Kim CLL 25 5 0 28 Mar 2023
TFS-ViT: Token-Level Feature Stylization for Domain Generalization Mehrdad Noori Milad Cheraghalikhani Ali Bahri G. A. V. Hakim David Osowiechi Ismail Ben Ayed Christian Desrosiers 15 10 0 28 Mar 2023
A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts Jian Liang R. He Tien-Ping Tan OOD VLM TTA 25 201 0 27 Mar 2023
Label-Free Liver Tumor Segmentation Qixing Hu Yixiong Chen Junfei Xiao Shuwen Sun Jieneng Chen Alan Yuille Zongwei Zhou VLM 17 55 0 27 Mar 2023
Robust Test-Time Adaptation in Dynamic Scenarios Longhui Yuan Binhui Xie Shuangliang Li TTA 17 108 0 24 Mar 2023
Rethinking Domain Generalization for Face Anti-spoofing: Separability and Alignment Yiyou Sun Yaojie Liu Xiaoming Liu Yixuan Li Wen-Sheng Chu OOD CVBM 41 56 0 23 Mar 2023
Model Barrier: A Compact Un-Transferable Isolation Domain for Model Intellectual Property Protection Lianyu Wang Meng Wang Daoqiang Zhang H. Fu 6 17 0 20 Mar 2023
Towards Domain Generalization for ECG and EEG Classification: Algorithms and Benchmarks Aristotelis Ballas Christos Diou OOD 15 11 0 20 Mar 2023
A Survey of Deep Visual Cross-Domain Few-Shot Learning Wenjian Wang Lijuan Duan Yuxi Wang Junsong Fan Zhi Gong Zhaoxiang Zhang 19 5 0 16 Mar 2023
A New Benchmark: On the Utility of Synthetic Data with Blender for Bare Supervised Learning and Downstream Domain Adaptation Hui Tang K. Jia OOD 21 13 0 16 Mar 2023
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey Huali Xu Shuaifeng Zhi Shuzhou Sun Vishal M. Patel Li Liu 23 13 0 15 Mar 2023
Imbalanced Domain Generalization for Robust Single Cell Classification in Hematological Cytomorphology Rao Muhammad Umer A. Gruber Sayedali Shetab Boushehri Christian Metak Carsten Marr OOD 15 5 0 14 Mar 2023
Meta-learning approaches for few-shot learning: A survey of recent advances Hassan Gharoun Fereshteh Momenifar Fang Chen Amir H. Gandomi OOD VLM 44 41 0 13 Mar 2023
Domain Generalization in Machine Learning Models for Wireless Communications: Concepts, State-of-the-Art, and Open Issues Mohamed Akrout Amal Feriani F. Bellili A. Mezghani E. Hossain OOD AI4CE 26 26 0 13 Mar 2023
Modality-Agnostic Debiasing for Single Domain Generalization Sanqing Qu Yingwei Pan Guang-Sheng Chen Ting Yao Changjun Jiang Tao Mei 8 20 0 13 Mar 2023
Neuron Structure Modeling for Generalizable Remote Physiological Measurement Hao Lu Zitong Yu Xuesong Niu Yingke Chen 13 30 0 10 Mar 2023
Adaptive Texture Filtering for Single-Domain Generalized Segmentation Xinhui Li Mingjiang Li Yaxing Wang Chuan-Xian Ren Xiaojie Guo 11 5 0 06 Mar 2023
What Is Missing in IRM Training and Evaluation? Challenges and Solutions Yihua Zhang Pranay Sharma Parikshit Ram Min-Fong Hong Kush R. Varshney Sijia Liu 26 11 0 04 Mar 2023
Decompose, Adjust, Compose: Effective Normalization by Playing with Frequency for Domain Generalization Sangrok Lee Jongseong Bae Ha Young Kim OOD 33 26 0 04 Mar 2023
BayeSeg: Bayesian Modeling for Medical Image Segmentation with Interpretable Generalizability Shangqi Gao Hang Zhou Yibo Gao Xiahai Zhuang OOD 30 3 0 03 Mar 2023