Scatter Component Analysis: A Unified Framework for Domain Adaptation and Domain Generalization

15 October 2015

Papers citing "Scatter Component Analysis: A Unified Framework for Domain Adaptation and Domain Generalization"

50 / 145 papers shown

Title
DGSAM: Domain Generalization via Individual Sharpness-Aware Minimization Youngjun Song Youngsik Hwang Jonghun Lee Heechang Lee Dong-Young Lim AAML 49 0 0 30 Mar 2025
Domain Generalization for Improved Human Activity Recognition in Office Space Videos Using Adaptive Pre-processing Partho Ghosh Raisa Bentay Hossain Mohammad Zunaed Taufiq Hasan 58 0 0 16 Mar 2025
Decision Boundary Optimization-Informed Domain Adaptation Lingkun Luo Shiqiang Hu Jie Yang Liming Chen AI4CE 66 0 0 10 Feb 2025
Decomposed Distribution Matching in Dataset Condensation Sahar Rahimi Malakshan Mohammad Saeed Ebrahimi Saadabadi Ali Dabouei Nasser M. Nasrabadi DD 80 1 0 06 Dec 2024
Learning in Order! A Sequential Strategy to Learn Invariant Features for Multimodal Sentiment Analysis Xianbing Zhao Lizhen Qu Tao Feng Jianfei Cai Buzhou Tang 58 0 0 05 Sep 2024
Deep Transfer Learning for Kidney Cancer Diagnosis Yassine Habchi Hamza Kheddar Yassine Himeur A. Boukabou Shadi Atalla W. Mansoor Hussain Al-Ahmad 50 5 0 08 Aug 2024
Geometric Understanding of Discriminability and Transferability for Visual Domain Adaptation You-Wei Luo Chuan-Xian Ren Xiao-Lin Xu Qingshan Liu 52 1 0 24 Jun 2024
Domain Agnostic Conditional Invariant Predictions for Domain Generalization Zongbin Wang Bin Pan Zhenwei Shi OOD 47 0 0 09 Jun 2024
Exploring the Impact of Synthetic Data for Aerial-view Human Detection Hyungtae Lee Yan Zhang Yingzhe Shen Heesung Kwon Shuvra S. Bhattacharyya 45 1 0 24 May 2024
Workload Estimation for Unknown Tasks: A Survey of Machine Learning Under Distribution Shift Josh Bhagat Smith Julie A. Adams 29 0 0 20 Mar 2024
Overcoming Data Inequality across Domains with Semi-Supervised Domain Generalization Jinha Park Won-Yong Cho Taesup Kim 49 0 0 08 Mar 2024
Open Domain Generalization with a Single Network by Regularization Exploiting Pre-trained Features Inseop Chung Kiyoon Yoo Nojun Kwak VLM 19 0 0 08 Dec 2023
Rethinking Domain Generalization: Discriminability and Generalizability Shaocong Long Qianyu Zhou Chenhao Ying Lizhuang Ma Yuan Luo OOD AI4CE 30 12 0 28 Sep 2023
A Robust Negative Learning Approach to Partial Domain Adaptation Using Source Prototypes Sandipan Choudhuri Suli C. Adeniye Arunabha Sen 24 0 0 07 Sep 2023
Domain Generalization via Rationale Invariance Liang Chen Yong Zhang Yibing Song Anton Van Den Hengel Lingqiao Liu OOD 25 13 0 22 Aug 2023
Semi-Supervised Medical Image Segmentation with Co-Distribution Alignment Tao Wang Zhongzheng Huang Jiawei Wu Yuanzheng Cai Zuoyong Li OOD 32 4 0 24 Jul 2023
Probabilistic Test-Time Generalization by Variational Neighbor-Labeling Sameer Ambekar Zehao Xiao Jiayi Shen Xiantong Zhen Cees G. M. Snoek BDL OOD 30 1 0 08 Jul 2023
Feature-aligned N-BEATS with Sinkhorn divergence Joon-Young Lee Myeongho Jeon Myung-joo Kang Kyung-soon Park AI4TS 35 0 0 24 May 2023
Best-Effort Adaptation Pranjal Awasthi Corinna Cortes M. Mohri 24 7 0 10 May 2023
Walking Your LiDOG: A Journey Through Multiple Domains for LiDAR Semantic Segmentation Cristiano Saltori Aljovsa Ovsep Elisa Ricci Laura Leal-Taixé 29 14 0 23 Apr 2023
Frequency Decomposition to Tap the Potential of Single Domain for Generalization Qing-sheng Yang Hongjing Niu Pengfei Xia Wei Zhang Bin Li OOD 39 0 0 14 Apr 2023
Semantic-Aware Mixup for Domain Generalization C. Xu Xinmei Tian AAML 23 2 0 12 Apr 2023
Improved Test-Time Adaptation for Domain Generalization Liang Chen Yong Zhang Yibing Song Ying Shan Lingqiao Liu TTA OOD 31 47 0 10 Apr 2023
Learnability, Sample Complexity, and Hypothesis Class Complexity for Regression Models S. Beheshti Mahdi Shamsi 18 0 0 28 Mar 2023
Complementary Domain Adaptation and Generalization for Unsupervised Continual Domain Shift Learning Won-Yong Cho Jinha Park Taesup Kim CLL 32 5 0 28 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 49 59 0 23 Mar 2023
Improving Generalization with Domain Convex Game Fangrui Lv Jian Liang Shuang Li Jinming Zhang Di Liu 21 6 0 23 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 Ekram Hossain OOD AI4CE 47 27 0 13 Mar 2023
Modality-Agnostic Debiasing for Single Domain Generalization Sanqing Qu Yingwei Pan Guang-Sheng Chen Ting Yao Changjun Jiang Tao Mei 33 20 0 13 Mar 2023
Energy-Based Test Sample Adaptation for Domain Generalization Zehao Xiao Xiantong Zhen Tianran Ouyang Cees G. M. Snoek TTA 55 18 0 22 Feb 2023
DEJA VU: Continual Model Generalization For Unseen Domains Chenxi Liu Lixu Wang Lingjuan Lyu Chen Sun Tianlin Li Qi Zhu CLL OOD 39 22 0 25 Jan 2023
ManyDG: Many-domain Generalization for Healthcare Applications Chaoqi Yang M. P. M. Brandon Westover Jimeng Sun OOD CML 19 19 0 21 Jan 2023
Not Just Pretty Pictures: Toward Interventional Data Augmentation Using Text-to-Image Generators Jianhao Yuan Francesco Pinto Adam Davies Philip Torr DiffM 29 12 0 21 Dec 2022
HMOE: Hypernetwork-based Mixture of Experts for Domain Generalization Jingang Qu T. Faney Zehao Wang Patrick Gallinari Soleiman Yousef J. D. Hemptinne OOD 26 7 0 15 Nov 2022
Normalization Perturbation: A Simple Domain Generalization Method for Real-World Domain Shifts Qi Fan Mattia Segu Yu-Wing Tai Feng Yu Chi-Keung Tang Bernt Schiele Dengxin Dai 24 11 0 08 Nov 2022
Trade-off between reconstruction loss and feature alignment for domain generalization Thuan Q. Nguyen Boyang Lyu Prakash Ishwar matthias. scheutz Shuchin Aeron OOD 46 1 0 26 Oct 2022
Learning to Augment via Implicit Differentiation for Domain Generalization Ting-Hsiang Wang Da Li Kaiyang Zhou Tao Xiang Yi-Zhe Song 19 0 0 25 Oct 2022
On Fine-Tuned Deep Features for Unsupervised Domain Adaptation Qian Wang T. Breckon 30 3 0 25 Oct 2022
Attention Regularized Laplace Graph for Domain Adaptation Lingkun Luo Limin Chen Shiqiang Hu AI4CE 27 7 0 15 Oct 2022
InfoOT: Information Maximizing Optimal Transport Ching-Yao Chuang Stefanie Jegelka David Alvarez-Melis OT 40 12 0 06 Oct 2022
DomainATM: Domain Adaptation Toolbox for Medical Data Analysis Hao Guan Mingxia Liu OOD 33 11 0 24 Sep 2022
Prompt Vision Transformer for Domain Generalization Zangwei Zheng Xiangyu Yue Kai Wang Yang You VLM VPVLM MDE 32 51 0 18 Aug 2022
Deep Unsupervised Domain Adaptation: A Review of Recent Advances and Perspectives Xiaofeng Liu Chaehwa Yoo Fangxu Xing Hyejin Oh Xiaofeng Liu Je-Won Kang Jonghye Woo OOD 46 193 0 15 Aug 2022
Semantic Data Augmentation based Distance Metric Learning for Domain Generalization Mengzhu Wang Jianlong Yuan Qi Qian Zhibin Wang Hao Li 50 29 0 02 Aug 2022
Joint covariate-alignment and concept-alignment: a framework for domain generalization Thuan Q. Nguyen Boyang Lyu Prakash Ishwar matthias. scheutz Shuchin Aeron OOD 26 4 0 01 Aug 2022
Diversity Boosted Learning for Domain Generalization with Large Number of Domains Xinlin Leng Xiaoying Tang Yatao Bian AI4CE OOD 19 0 0 28 Jul 2022
Controllable and Guided Face Synthesis for Unconstrained Face Recognition Feng Liu Minchul Kim Anil Jain Xiaoming Liu CVBM 30 38 0 20 Jul 2022
Generalizing to Unseen Domains with Wasserstein Distributional Robustness under Limited Source Knowledge Junchang Wang Liyan Xie Yao Xie Shao-Lun Huang Yang Li OOD 28 0 0 11 Jul 2022
A Unified Meta-Learning Framework for Dynamic Transfer Learning Jun Wu Jingrui He CLL 42 7 0 05 Jul 2022
Modeling the Data-Generating Process is Necessary for Out-of-Distribution Generalization Jivat Neet Kaur Emre Kıcıman Amit Sharma UQCV OOD 30 25 0 15 Jun 2022