Towards Principled Disentanglement for Domain Generalization

27 November 2021

Papers citing "Towards Principled Disentanglement for Domain Generalization"

50 / 75 papers shown

Title
Domain Generalization via Discrete Codebook Learning Shaocong Long Qianyu Zhou Xikun Jiang Chenhao Ying Lizhuang Ma Yuan Luo 36 0 0 09 Apr 2025
Handling Domain Shifts for Anomalous Sound Detection: A Review of DCASE-Related Work Kevin Wilkinghoff Takuya Fujimura Keisuke Imoto Jonathan Le Roux Zheng-Hua Tan T. Toda 48 0 0 13 Mar 2025
Gradient-Guided Annealing for Domain Generalization Aristotelis Ballas Christos Diou OOD 115 0 0 27 Feb 2025
START: A Generalized State Space Model with Saliency-Driven Token-Aware Transformation Jintao Guo Lei Qi Yinghuan Shi Yang Gao 31 1 0 08 Jan 2025
Domain Expansion and Boundary Growth for Open-Set Single-Source Domain Generalization Pengkun Jiao Na Zhao Jingjing Chen Yu-Gang Jiang OOD 31 0 0 05 Nov 2024
MADOD: Generalizing OOD Detection to Unseen Domains via G-Invariance Meta-Learning Haoliang Wang Chen Zhao Feng Chen 26 3 0 02 Nov 2024
Robust Domain Generalisation with Causal Invariant Bayesian Neural Networks Gael Gendron Michael Witbrock Gillian Dobbie CML BDL OOD 28 0 0 08 Oct 2024
Bridging OOD Detection and Generalization: A Graph-Theoretic View Han Wang Yixuan Li CML 29 0 0 26 Sep 2024
Learning Fair Invariant Representations under Covariate and Correlation Shifts Simultaneously Dong Li Chen Zhao Minglai Shao Wenjun Wang OOD FaML 27 2 0 18 Aug 2024
Revisiting Adaptive Cellular Recognition Under Domain Shifts: A Contextual Correspondence View Jianan Fan Dongnan Liu Canran Li Hang Chang Heng-Chiao Huang Filip Braet Mei Chen Weidong Cai 40 4 0 14 Jul 2024
Disentangling Masked Autoencoders for Unsupervised Domain Generalization An Zhang Han Wang Xiang Wang Tat-Seng Chua 42 0 0 10 Jul 2024
Domain Agnostic Conditional Invariant Predictions for Domain Generalization Zongbin Wang Bin Pan Zhenwei Shi OOD 29 0 0 09 Jun 2024
Unbiased Faster R-CNN for Single-source Domain Generalized Object Detection Yajing Liu Shijun Zhou Xiyao Liu Chunhui Hao Baojie Fan Jiandong Tian ObjD 34 10 0 24 May 2024
IMO: Greedy Layer-Wise Sparse Representation Learning for Out-of-Distribution Text Classification with Pre-trained Models Tao Feng Lizhen Qu Zhuang Li Haolan Zhan Yuncheng Hua Gholamreza Haffari VLM 32 1 0 21 Apr 2024
DGMamba: Domain Generalization via Generalized State Space Model Shaocong Long Qianyu Zhou Xiangtai Li Xuequan Lu Chenhao Ying Yuan Luo Lizhuang Ma Shuicheng Yan 49 9 0 11 Apr 2024
Unknown Prompt, the only Lacuna: Unveiling CLIP's Potential for Open Domain Generalization Mainak Singha Ankit Jha Shirsha Bose Ashwin Nair Moloud Abdar Biplab Banerjee VLM 35 10 0 31 Mar 2024
Graphs Generalization under Distribution Shifts Qin Tian Wenjun Wang Chen Zhao Minglai Shao Wang Zhang Dong Li OOD 17 2 0 25 Mar 2024
V2X-DGW: Domain Generalization for Multi-agent Perception under Adverse Weather Conditions Baolu Li Jinlong Li Xinyu Liu Runsheng Xu Zhengzhong Tu Jiacheng Guo Xiaopeng Li Hongkai Yu 29 3 0 17 Mar 2024
Recurrent Aligned Network for Generalized Pedestrian Trajectory Prediction Yonghao Dong Le Wang Sanpin Zhou Gang Hua Changyin Sun 37 5 0 09 Mar 2024
Mitigating the Bias in the Model for Continual Test-Time Adaptation Inseop Chung Kyomin Hwang Jayeon Yoo Nojun Kwak TTA 49 0 0 02 Mar 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 26 0 0 23 Feb 2024
A Survey on Domain Generalization for Medical Image Analysis Ziwei Niu Shuyi Ouyang Shiao Xie Yen-wei Chen Lanfen Lin OOD LM&MA 25 5 0 07 Feb 2024
Decoupled Prototype Learning for Reliable Test-Time Adaptation Guowei Wang Changxing Ding Wentao Tan Mingkui Tan VLM 24 2 0 15 Jan 2024
Mixture Data for Training Cannot Ensure Out-of-distribution Generalization Songming Zhang Yuxiao Luo Qizhou Wang Haoang Chi Xiaofeng Chen Bo Han Jinyan Li OODD 30 0 0 25 Dec 2023
Revisiting Knowledge Distillation under Distribution Shift Songming Zhang Ziyu Lyu Xiaofeng Chen 24 1 0 25 Dec 2023
Domain Invariant Learning for Gaussian Processes and Bayesian Exploration Xilong Zhao Siyuan Bian Yaoyun Zhang Yuliang Zhang Qinying Gu Xinbing Wang Cheng Zhou Nanyang Ye 21 1 0 18 Dec 2023
Algorithmic Fairness Generalization under Covariate and Dependence Shifts Simultaneously Chengli Zhao Kai Jiang Xintao Wu Haoliang Wang Latifur Khan Christan Earl Grant Feng Chen OOD 22 4 0 23 Nov 2023
DoubleAUG: Single-domain Generalized Object Detector in Urban via Color Perturbation and Dual-style Memory Lei Qi Peng Dong Tan Xiong Hui Xue Xin Geng 26 4 0 22 Nov 2023
Learning Causal Representations from General Environments: Identifiability and Intrinsic Ambiguity Jikai Jin Vasilis Syrgkanis CML 17 5 0 21 Nov 2023
Generalizing to Unseen Domains in Diabetic Retinopathy Classification Chamuditha Jayanga Galappaththige Gayal Kuruppu Muhammad Haris Khan OOD 14 7 0 26 Oct 2023
Bayesian Domain Invariant Learning via Posterior Generalization of Parameter Distributions Shiyu Shen Bin Pan Tianyang Shi Tao Li Zhenwei Shi BDL OOD 16 1 0 25 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 15 10 0 07 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
Rethinking Domain Generalization: Discriminability and Generalizability Shaocong Long Qianyu Zhou Chenhao Ying Lizhuang Ma Yuan Luo OOD AI4CE 21 12 0 28 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
Generalizing Across Domains in Diabetic Retinopathy via Variational Autoencoders Sharon Chokuwa M. H. Khan 19 5 0 20 Sep 2023
Towards Effective Semantic OOD Detection in Unseen Domains: A Domain Generalization Perspective Haoliang Wang Chen Zhao Yunhui Guo Kai Jiang Feng Chen 25 1 0 18 Sep 2023
INSURE: An Information Theory Inspired Disentanglement and Purification Model for Domain Generalization Xi Yu Huan-Hsin Tseng Shinjae Yoo Haibin Ling Yuewei Lin OOD 27 10 0 08 Sep 2023
DIVERSIFY: A General Framework for Time Series Out-of-distribution Detection and Generalization Wang Lu Jindong Wang Xinwei Sun Yiqiang Chen Xiangyang Ji Qiang Yang Xingxu Xie OODD AI4TS 20 15 0 04 Aug 2023
Flatness-Aware Minimization for Domain Generalization Xingxuan Zhang Renzhe Xu Han Yu Yancheng Dong Pengfei Tian Peng Cu 14 20 0 20 Jul 2023
On the Fly Neural Style Smoothing for Risk-Averse Domain Generalization Akshay Mehra Yunbei Zhang B. Kailkhura Jihun Hamm 23 2 0 17 Jul 2023
Towards Fair Disentangled Online Learning for Changing Environments Chenxu Zhao Feng Mi Xintao Wu Kai Jiang Latifur Khan Christan Earl Grant Feng Chen 14 15 0 31 May 2023
Quantitatively Measuring and Contrastively Exploring Heterogeneity for Domain Generalization Yunze Tong Junkun Yuan Min Zhang Di-hua Zhu Keli Zhang Fei Wu Kun Kuang 26 7 0 25 May 2023
Moderately Distributional Exploration for Domain Generalization Ruiqi Dai Yonggang Zhang Zhen Fang Bo Han Xinmei Tian OOD 58 18 0 27 Apr 2023
AdaNPC: Exploring Non-Parametric Classifier for Test-Time Adaptation Yi-Fan Zhang Xue Wang Kexin Jin Kun Yuan Zhang Zhang Liang Wang Rong Jin Tien-Ping Tan TTA OOD 12 42 0 25 Apr 2023
Improving Generalization with Domain Convex Game Fangrui Lv Jian Liang Shuang Li Jinming Zhang Di Liu 16 6 0 23 Mar 2023
ALOFT: A Lightweight MLP-like Architecture with Dynamic Low-frequency Transform for Domain Generalization Jintao Guo Na Wang Lei Qi Yinghuan Shi 27 33 0 21 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 29 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 28 20 0 13 Mar 2023
A Survey of Methods, Challenges and Perspectives in Causality Gael Gendron Michael Witbrock Gillian Dobbie OOD AI4CE CML 12 12 0 01 Feb 2023