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
The Missing Invariance Principle Found -- the Reciprocal Twin of Invariant Risk Minimization Dongsung Huh A. Baidya OOD 28 8 0 29 May 2022
Feature-Distribution Perturbation and Calibration for Generalized Person ReID Qilei Li Jiabo Huang Jian Hu S. Gong OOD 27 3 0 23 May 2022
Heterogeneous Domain Adaptation with Adversarial Neural Representation Learning: Experiments on E-Commerce and Cybersecurity Mohammadreza Ebrahimi Yidong Chai Hao Helen Zhang Hsinchun Chen 16 9 0 05 May 2022
NICO++: Towards Better Benchmarking for Domain Generalization Xingxuan Zhang Linjun Zhou Renzhe Xu Haoxin Liu Zheyan Shen Peng Cui OOD 35 75 0 17 Apr 2022
Causality Inspired Representation Learning for Domain Generalization Fangrui Lv Jian Liang Shuang Li Bin Zang Chi Harold Liu Ziteng Wang Di Liu CML OOD 43 163 0 27 Mar 2022
Out-of-distribution Generalization with Causal Invariant Transformations Ruoyu Wang Mingyang Yi Zhitang Chen Shengyu Zhu OOD OODD 33 56 0 22 Mar 2022
Domain Generalisation for Object Detection under Covariate and Concept Shift Karthik Seemakurthy E. Aptoula Charles Fox Petra Bosilj ObjD OOD 39 10 0 10 Mar 2022
Robust Local Preserving and Global Aligning Network for Adversarial Domain Adaptation Jingyao Wang Jiangmeng Li C. Zheng Fuchun Sun Hui Xiong 24 25 0 08 Mar 2022
On Generalizing Beyond Domains in Cross-Domain Continual Learning Christian Simon M. Faraki Yi-Hsuan Tsai Xiang Yu S. Schulter Yumin Suh Mehrtash Harandi Manmohan Chandraker FedML OOD CLL 16 31 0 08 Mar 2022
Learning to Generalize across Domains on Single Test Samples Zehao Xiao Xiantong Zhen Ling Shao Cees G. M. Snoek OOD 19 31 0 16 Feb 2022
Hierarchical Optimal Transport for Unsupervised Domain Adaptation Mourad El Hamri Younès Bennani Issam Falih Hamid Ahaggach OT 14 17 0 03 Dec 2021
Variational Disentanglement for Domain Generalization Yufei Wang Haoliang Li Hao Cheng Bihan Wen Lap-Pui Chau Alex C. Kot OOD DRL 22 24 0 13 Sep 2021
Class-conditioned Domain Generalization via Wasserstein Distributional Robust Optimization Junchang Wang Yang Li Liyan Xie Yao Xie OOD 14 9 0 08 Sep 2021
Grassmannian Graph-attentional Landmark Selection for Domain Adaptation Bin Sun Shaofan Wang Dehui Kong Jinghua Li Baocai Yin 17 1 0 07 Sep 2021
Towards Out-Of-Distribution Generalization: A Survey Jiashuo Liu Zheyan Shen Yue He Xingxuan Zhang Renzhe Xu Han Yu Peng Cui CML OOD 69 519 0 31 Aug 2021
Discriminative Domain-Invariant Adversarial Network for Deep Domain Generalization Mohammad Mahfujur Rahman Clinton Fookes Sridha Sridharan OOD 20 3 0 20 Aug 2021
Self-Adversarial Disentangling for Specific Domain Adaptation Qianyu Zhou Qiqi Gu Jiangmiao Pang Xuequan Lu Lizhuang Ma 69 49 0 08 Aug 2021
Domain Generalization under Conditional and Label Shifts via Variational Bayesian Inference Xiaofeng Liu Bo Hu Linghao Jin Xu Han Fangxu Xing Georges El Fakhri Jun Lu Xiaofeng Liu Jonghye Woo OOD BDL 41 30 0 22 Jul 2021
Embracing the Dark Knowledge: Domain Generalization Using Regularized Knowledge Distillation Yufei Wang Haoliang Li Lap-pui Chau Alex C. Kot FedML 21 40 0 06 Jul 2021
Domain-Class Correlation Decomposition for Generalizable Person Re-Identification Kaiwen Yang Xinmei Tian OOD 79 13 0 29 Jun 2021
AdaMatch: A Unified Approach to Semi-Supervised Learning and Domain Adaptation David Berthelot Rebecca Roelofs Kihyuk Sohn Nicholas Carlini Alexey Kurakin 29 136 0 08 Jun 2021
OoD-Bench: Quantifying and Understanding Two Dimensions of Out-of-Distribution Generalization Nanyang Ye Kaican Li Haoyue Bai Runpeng Yu Lanqing Hong Fengwei Zhou Zhenguo Li Jun Zhu CML OOD 42 107 0 07 Jun 2021
Semi-Supervised Domain Generalization with Stochastic StyleMatch Kaiyang Zhou Chen Change Loy Ziwei Liu OOD 35 56 0 01 Jun 2021
A Fourier-based Framework for Domain Generalization Qinwei Xu Ruipeng Zhang Ya Zhang Yanfeng Wang Qi Tian OOD 26 424 0 24 May 2021
Unsupervised Compound Domain Adaptation for Face Anti-Spoofing Ankush Panwar Pratyush Singh Suman Saha D. Paudel Luc Van Gool CVBM 28 10 0 18 May 2021
Deep Domain Generalization with Feature-norm Network Mohammad Mahfujur Rahman Clinton Fookes Sridha Sridharan OOD 25 3 0 28 Apr 2021
Open Domain Generalization with Domain-Augmented Meta-Learning Yang Shu Zhangjie Cao Chenyu Wang Jianmin Wang Mingsheng Long OOD 27 163 0 08 Apr 2021
Explainability-aided Domain Generalization for Image Classification Robin M. Schmidt FAtt OOD 27 1 0 05 Apr 2021
Generalized Domain Conditioned Adaptation Network Shuang Li Binhui Xie Qiuxia Lin Chi Harold Liu Gao Huang Guoren Wang AI4CE 19 59 0 23 Mar 2021
Domain Generalization: A Survey Kaiyang Zhou Ziwei Liu Yu Qiao Tao Xiang Chen Change Loy OOD AI4CE 77 984 0 03 Mar 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization Jindong Wang Cuiling Lan Chang-Shu Liu Yidong Ouyang Tao Qin Wang Lu Yiqiang Chen Wenjun Zeng Philip S. Yu OOD 59 1,179 0 02 Mar 2021
DeepMerge II: Building Robust Deep Learning Algorithms for Merging Galaxy Identification Across Domains A. Ćiprijanović Diana Kafkes K. Downey S. Jenkins G. Perdue Sandeep Madireddy T. Johnston Gregory F. Snyder Brian D. Nord 21 25 0 02 Mar 2021
Model-Based Domain Generalization Alexander Robey George J. Pappas Hamed Hassani OOD 45 129 0 23 Feb 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 53 533 0 18 Feb 2021
Discriminative Noise Robust Sparse Orthogonal Label Regression-based Domain Adaptation Lingkun Luo Liming Chen Shiqiang Hu OOD 6 6 0 09 Jan 2021
Semi-Supervised Disentangled Framework for Transferable Named Entity Recognition Zhifeng Hao Di Lv Zijian Li Ruichu Cai Wen Wen Boyan Xu 19 12 0 22 Dec 2020
Data Augmentation with norm-VAE for Unsupervised Domain Adaptation Qian Wang Fanlin Meng T. Breckon 12 16 0 01 Dec 2020
Domain adaptation under structural causal models Yuansi Chen Peter Buhlmann CML OOD AI4CE 39 39 0 29 Oct 2020
Respecting Domain Relations: Hypothesis Invariance for Domain Generalization Ziqi Wang Marco Loog Jan van Gemert OOD 24 48 0 15 Oct 2020
Zero Shot Domain Generalization Udit Maniyar K. J. Joseph A. Deshmukh Ürün Dogan V. Balasubramanian OOD 16 18 0 17 Aug 2020
Hard Class Rectification for Domain Adaptation Yunlong Zhang Changxing Jing Huangxing Lin Chaoqi Chen Yue Huang Xinghao Ding Yang Zou 6 11 0 08 Aug 2020
Learning from a Complementary-label Source Domain: Theory and Algorithms Yiyang Zhang Feng Liu Zhen Fang Bo Yuan Guangquan Zhang Jie Lu 30 70 0 04 Aug 2020
Robust and Generalizable Visual Representation Learning via Random Convolutions Zhenlin Xu Deyi Liu Junlin Yang Colin Raffel Marc Niethammer OOD AAML 53 191 0 25 Jul 2020
Learning to Generate Novel Domains for Domain Generalization Kaiyang Zhou Yongxin Yang Timothy M. Hospedales Tao Xiang OOD 41 445 0 07 Jul 2020
In Search of Lost Domain Generalization Ishaan Gulrajani David Lopez-Paz OOD 26 1,118 0 02 Jul 2020
Rethink Maximum Mean Discrepancy for Domain Adaptation Wei Wang Haojie Li Zhengming Ding Zhihui Wang 13 24 0 01 Jul 2020
Feature Alignment and Restoration for Domain Generalization and Adaptation Xin Jin Cuiling Lan Wenjun Zeng Zhibo Chen OOD 40 39 0 22 Jun 2020
Representation via Representations: Domain Generalization via Adversarially Learned Invariant Representations Zhun Deng Frances Ding Cynthia Dwork Rachel Hong Giovanni Parmigiani Prasad Patil Pragya Sur OOD FaML 19 29 0 20 Jun 2020
Domain Generalization using Causal Matching Divyat Mahajan Shruti Tople Amit Sharma OOD 36 326 0 12 Jun 2020
Rethinking Importance Weighting for Deep Learning under Distribution Shift Tongtong Fang Nan Lu Gang Niu Masashi Sugiyama 33 137 0 08 Jun 2020