Domain-invariant Feature Exploration for Domain Generalization

25 July 2022

Xing Xie

Papers citing "Domain-invariant Feature Exploration for Domain Generalization"

25 / 25 papers shown

Title
Domain-Adversarial Anatomical Graph Networks for Cross-User Human Activity Recognition Xiaozhou Ye Kevin I-Kai Wang 9 0 0 08 May 2025
EMGBench: Benchmarking Out-of-Distribution Generalization and Adaptation for Electromyography Jehan Yang Maxwell Soh Vivianna Lieu Douglas J. Weber Zackory M. Erickson OOD 29 0 0 31 Oct 2024
Tri-Level Navigator: LLM-Empowered Tri-Level Learning for Time Series OOD Generalization Chengtao Jian Kai Yang Yang Jiao AI4TS 18 3 0 09 Oct 2024
Disentangling Masked Autoencoders for Unsupervised Domain Generalization An Zhang Han Wang Xiang Wang Tat-Seng Chua 31 0 0 10 Jul 2024
Domain Generalization for Zero-calibration BCIs with Knowledge Distillation-based Phase Invariant Feature Extraction Zilin Liang Zheng Zheng Weihai Chen Xinzhi Ma Zhongcai Pei Xiantao Sun OOD 21 1 0 18 May 2024
Transitive Vision-Language Prompt Learning for Domain Generalization Liyuan Wang Yan Jin Zhen Chen Jinlin Wu Mengke Li Yang Lu Hanzi Wang VLM VPVLM LRM 32 0 0 29 Apr 2024
GS-EMA: Integrating Gradient Surgery Exponential Moving Average with Boundary-Aware Contrastive Learning for Enhanced Domain Generalization in Aneurysm Segmentation Fengming Lin Yan Xia Michael MacRaild Yash Deo Haoran Dou Qiongyao Liu Nina Cheng Nishant Ravikumar Alejandro F. Frangi 21 0 0 23 Feb 2024
Learning Causal Domain-Invariant Temporal Dynamics for Few-Shot Action Recognition Yuke Li Guangyi Chen Ben Abramowitz Stefano Anzellotti Donglai Wei TTA 25 1 0 20 Feb 2024
Sparse-VQ Transformer: An FFN-Free Framework with Vector Quantization for Enhanced Time Series Forecasting Yanjun Zhao Tian Zhou Chao Chen Liang Sun Yi Qian Rong Jin AI4TS 16 2 0 08 Feb 2024
Phase-driven Domain Generalizable Learning for Nonstationary Time Series Payal Mohapatra Lixu Wang Qi Zhu AI4TS 19 1 0 05 Feb 2024
Learning Generalizable Models via Disentangling Spurious and Enhancing Potential Correlations Na Wang Lei Qi Jintao Guo Yinghuan Shi Yang Gao OOD 17 4 0 11 Jan 2024
Choosing Wisely and Learning Deeply: Selective Cross-Modality Distillation via CLIP for Domain Generalization Jixuan Leng Yijiang Li Haohan Wang VLM 9 0 0 26 Nov 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 8 14 0 25 May 2023
Simple Domain Generalization Methods are Strong Baselines for Open Domain Generalization Masashi Noguchi Shinichi Shirakawa VLM AI4CE 17 5 0 31 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 21 26 0 13 Mar 2023
Structural State Translation: Condition Transfer between Civil Structures Using Domain-Generalization for Structural Health Monitoring Furkan Luleci F. Catbas 8 2 0 28 Dec 2022
Domain Generalization with Correlated Style Uncertainty Zheyu Zhang Bin Wang Debesh Jha Ugur Demir Ulas Bagci OOD 17 5 0 20 Dec 2022
Generalizability of Adversarial Robustness Under Distribution Shifts Kumail Alhamoud Hasan Hammoud Motasem Alfarra Bernard Ghanem OOD 41 8 0 29 Sep 2022
Out-of-Distribution Representation Learning for Time Series Classification Wang Lu Jindong Wang Xinwei Sun Yiqiang Chen Xingxu Xie OODD OOD 19 34 0 15 Sep 2022
Domain-Specific Risk Minimization for Out-of-Distribution Generalization Yi-Fan Zhang Jindong Wang Jian Liang Zhang Zhang Baosheng Yu Liangdao Wang Dacheng Tao Xingxu Xie OOD 6 16 0 18 Aug 2022
MetaFed: Federated Learning among Federations with Cyclic Knowledge Distillation for Personalized Healthcare Yiqiang Chen Wang Lu Xin Qin Jindong Wang Xing Xie FedML 20 57 0 17 Jun 2022
Test-time Fourier Style Calibration for Domain Generalization Xingchen Zhao Chang Liu Anthony Sicilia Seong Jae Hwang Yunong Fu TTA OOD 29 34 0 13 May 2022
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 8 11 0 04 Oct 2021
SWAD: Domain Generalization by Seeking Flat Minima Junbum Cha Sanghyuk Chun Kyungjae Lee Han-Cheol Cho Seunghyun Park Yunsung Lee Sungrae Park MoMe 213 338 0 17 Feb 2021
Deep Domain-Adversarial Image Generation for Domain Generalisation Kaiyang Zhou Yongxin Yang Timothy M. Hospedales Tao Xiang OOD 201 402 0 12 Mar 2020