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1911.07661
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Domain Generalization Using a Mixture of Multiple Latent Domains
AAAI Conference on Artificial Intelligence (AAAI), 2019
18 November 2019
Toshihiko Matsuura
Tatsuya Harada
OOD
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Papers citing
"Domain Generalization Using a Mixture of Multiple Latent Domains"
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NICO++: Towards Better Benchmarking for Domain Generalization
Computer Vision and Pattern Recognition (CVPR), 2022
Xingxuan Zhang
Linjun Zhou
Renzhe Xu
Haoxin Liu
Zheyan Shen
Peng Cui
OOD
284
100
0
17 Apr 2022
Learning Instance-Specific Adaptation for Cross-Domain Segmentation
European Conference on Computer Vision (ECCV), 2022
Yuliang Zou
Zizhao Zhang
Chun-Liang Li
Han Zhang
Tomas Pfister
Jia-Bin Huang
TTA
OOD
233
14
0
30 Mar 2022
Treatment Learning Causal Transformer for Noisy Image Classification
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Chao-Han Huck Yang
I-Te Danny Hung
Yi-Chieh Liu
Pin-Yu Chen
ViT
180
9
0
29 Mar 2022
Style-Guided Domain Adaptation for Face Presentation Attack Detection
Young-Eun Kim
Woo-Jeoung Nam
K. Min
Seong-Whan Lee
AAML
164
1
0
28 Mar 2022
Compound Domain Generalization via Meta-Knowledge Encoding
Computer Vision and Pattern Recognition (CVPR), 2022
Chaoqi Chen
Jiongcheng Li
Xiaoguang Han
Xiaoqing Liu
Yizhou Yu
AI4CE
230
69
0
24 Mar 2022
FAMLP: A Frequency-Aware MLP-Like Architecture For Domain Generalization
Kecheng Zheng
Yang Cao
Kai Zhu
Ruijing Zhao
Zhengjun Zha
181
10
0
24 Mar 2022
Deep Frequency Filtering for Domain Generalization
Computer Vision and Pattern Recognition (CVPR), 2022
Shiqi Lin
Zhizheng Zhang
Zhipeng Huang
Yan Lu
Cuiling Lan
...
Jiang Wang
Zicheng Liu
Amey Parulkar
V. Navkal
Zhibo Chen
254
68
0
23 Mar 2022
Domain Generalization by Mutual-Information Regularization with Pre-trained Models
European Conference on Computer Vision (ECCV), 2022
Junbum Cha
Kyungjae Lee
Sungrae Park
Sanghyuk Chun
OOD
391
172
0
21 Mar 2022
Domain Generalisation for Object Detection under Covariate and Concept Shift
Karthik Seemakurthy
E. Aptoula
Charles Fox
Petra Bosilj
ObjD
OOD
362
10
0
10 Mar 2022
Domain Generalization via Frequency-domain-based Feature Disentanglement and Interaction
ACM Multimedia (ACM MM), 2022
Jing-Yi Wang
Ruoyi Du
Dongliang Chang
Kongming Liang
Zhanyu Ma
OOD
270
59
0
20 Jan 2022
Debiased Graph Neural Networks with Agnostic Label Selection Bias
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022
Shaohua Fan
Xiao Wang
Chuan Shi
Kun Kuang
Nian Liu
Bai Wang
AI4CE
291
46
0
19 Jan 2022
Deep Learning meets Liveness Detection: Recent Advancements and Challenges
Arian Sabaghi
Marzieh Oghbaie
Kooshan Hashemifard
Mohammad Akbari
AAML
208
10
0
29 Dec 2021
MVDG: A Unified Multi-view Framework for Domain Generalization
European Conference on Computer Vision (ECCV), 2021
Jian Zhang
Lei Qi
Yinghuan Shi
Yang Gao
262
42
0
23 Dec 2021
Automated Domain Discovery from Multiple Sources to Improve Zero-Shot Generalization
Kowshik Thopalli
Sameeksha Katoch
Pavan Turaga
Jayaraman J. Thiagarajan
OOD
175
0
0
17 Dec 2021
PLACE dropout: A Progressive Layer-wise and Channel-wise Dropout for Domain Generalization
Jintao Guo
Lei Qi
Yinghuan Shi
Yang Gao
OOD
AI4CE
269
10
0
07 Dec 2021
Boosting Unsupervised Domain Adaptation with Soft Pseudo-label and Curriculum Learning
Shengjia Zhang
Tiancheng Lin
Yi Tian Xu
206
7
0
03 Dec 2021
Confounder Identification-free Causal Visual Feature Learning
Xin Li
Zhizheng Zhang
Guoqiang Wei
Cuiling Lan
Wenjun Zeng
Xin Jin
Zhibo Chen
CML
OOD
398
15
0
26 Nov 2021
Generalizing Graph Neural Networks on Out-Of-Distribution Graphs
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Shaohua Fan
Xiao Wang
Chuan Shi
Peng Cui
Bai Wang
CML
OOD
OODD
AI4CE
400
117
0
20 Nov 2021
Semi-Supervised Domain Generalization with Evolving Intermediate Domain
Pattern Recognition (Pattern Recogn.), 2021
Luojun Lin
Han Xie
Zhishu Sun
Weijie Chen
Wenxi Liu
Yuanlong Yu
Lei Zhang
416
15
0
19 Nov 2021
Collaborative Semantic Aggregation and Calibration for Federated Domain Generalization
Junkun Yuan
Xu Ma
Defang Chen
Leilei Gan
Lanfen Lin
Kun Kuang
FedML
419
32
0
13 Oct 2021
Better Pseudo-label: Joint Domain-aware Label and Dual-classifier for Semi-supervised Domain Generalization
Pattern Recognition (Pattern Recogn.), 2021
Ruiqi Wang
Lei Qi
Yinghuan Shi
Yang Gao
219
31
0
10 Oct 2021
Discover, Hallucinate, and Adapt: Open Compound Domain Adaptation for Semantic Segmentation
Neural Information Processing Systems (NeurIPS), 2021
Kwanyong Park
Sanghyun Woo
Inkyu Shin
In So Kweon
OOD
173
41
0
08 Oct 2021
Dynamically Decoding Source Domain Knowledge for Domain Generalization
Cuicui Kang
Karthik Nandakumar
OOD
ViT
329
2
0
06 Oct 2021
Test-time Batch Statistics Calibration for Covariate Shift
Fuming You
Jingjing Li
Zhou Zhao
OOD
179
60
0
06 Oct 2021
Instrumental Variable-Driven Domain Generalization with Unobserved Confounders
Junkun Yuan
Xu Ma
Ruoxuan Xiong
Biwei Huang
Xiangyu Liu
Leilei Gan
Lanfen Lin
Kun Kuang
OOD
CML
302
13
0
04 Oct 2021
Domain-Specific Bias Filtering for Single Labeled Domain Generalization
Junkun Yuan
Xu Ma
Defang Chen
Kun Kuang
Leilei Gan
Lanfen Lin
368
26
0
02 Oct 2021
Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization
International Conference on Machine Learning (ICML), 2021
Alexandre Ramé
Corentin Dancette
Matthieu Cord
OOD
394
247
0
07 Sep 2021
Self-balanced Learning For Domain Generalization
International Conference on Information Photonics (ICIP), 2021
Jin-Hwa Kim
Jiyoung Lee
Jungin Park
Dongbo Min
Kwanghoon Sohn
OOD
AI4CE
171
6
0
31 Aug 2021
Learning to Diversify for Single Domain Generalization
IEEE International Conference on Computer Vision (ICCV), 2021
Zijian Wang
Yadan Luo
Ruihong Qiu
Zi Huang
Mahsa Baktash
391
314
0
26 Aug 2021
Discovering Spatial Relationships by Transformers for Domain Generalization
Cuicui Kang
Karthik Nandakumar
ViT
177
1
0
23 Aug 2021
Exploring Data Aggregation and Transformations to Generalize across Visual Domains
Antono DÍnnocente
OOD
184
0
0
20 Aug 2021
Self-Rule to Multi-Adapt: Generalized Multi-source Feature Learning Using Unsupervised Domain Adaptation for Colorectal Cancer Tissue Detection
C. Abbet
Linda Studer
Andreas Fischer
H. Dawson
I. Zlobec
Behzad Bozorgtabar
Jean-Philippe Thiran
OOD
290
36
0
20 Aug 2021
Discriminative Domain-Invariant Adversarial Network for Deep Domain Generalization
Mohammad Mahfujur Rahman
Clinton Fookes
Sridha Sridharan
OOD
189
5
0
20 Aug 2021
Semi-Supervised Domain Generalizable Person Re-Identification
Lingxiao He
Wu Liu
Jian Liang
Kecheng Zheng
Xingyu Liao
Peng Cheng
Tao Mei
OOD
149
19
0
11 Aug 2021
Domain Generalization under Conditional and Label Shifts via Variational Bayesian Inference
International Joint Conference on Artificial Intelligence (IJCAI), 2021
Xiaofeng Liu
Bo Hu
Linghao Jin
Xu Han
Fangxu Xing
Georges El Fakhri
Jun Lu
Xiaofeng Liu
Jonghye Woo
OOD
BDL
212
32
0
22 Jul 2021
Domain Generalization with Pseudo-Domain Label for Face Anti-Spoofing
Young-Eun Kim
Seong-Whan Lee
CVBM
183
6
0
14 Jul 2021
Towards Unsupervised Domain Generalization
Xingxuan Zhang
Linjun Zhou
Renzhe Xu
Peng Cui
Zheyan Shen
Haoxin Liu
OOD
AI4CE
238
60
0
13 Jul 2021
Critically examining the Domain Generalizability of Facial Expression Recognition models
Varsha Suresh
G. Yeo
Desmond C. Ong
170
7
0
29 Jun 2021
Learning Stable Classifiers by Transferring Unstable Features
International Conference on Machine Learning (ICML), 2021
Yujia Bao
Shiyu Chang
Regina Barzilay
OOD
321
8
0
15 Jun 2021
Invariance Principle Meets Information Bottleneck for Out-of-Distribution Generalization
Neural Information Processing Systems (NeurIPS), 2021
Kartik Ahuja
Ethan Caballero
Dinghuai Zhang
Jean-Christophe Gagnon-Audet
Yoshua Bengio
Ioannis Mitliagkas
Irina Rish
OOD
265
317
0
11 Jun 2021
On the benefits of representation regularization in invariance based domain generalization
Machine-mediated learning (ML), 2021
Changjian Shui
Boyu Wang
Christian Gagné
OOD
145
27
0
30 May 2021
Multiple Domain Experts Collaborative Learning: Multi-Source Domain Generalization For Person Re-Identification
Shijie Yu
Feng Zhu
Dapeng Chen
Rui Zhao
Haobin Chen
Weizhen He
Jinguo Zhu
Yu Qiao
OOD
240
18
0
26 May 2021
A Fourier-based Framework for Domain Generalization
Computer Vision and Pattern Recognition (CVPR), 2021
Qinwei Xu
Ruipeng Zhang
Ya Zhang
Yanfeng Wang
Qi Tian
OOD
237
557
0
24 May 2021
Evading the Simplicity Bias: Training a Diverse Set of Models Discovers Solutions with Superior OOD Generalization
Computer Vision and Pattern Recognition (CVPR), 2021
Damien Teney
Ehsan Abbasnejad
Simon Lucey
Anton Van Den Hengel
459
102
0
12 May 2021
Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety
Sebastian Houben
Stephanie Abrecht
Maram Akila
Andreas Bär
Felix Brockherde
...
Serin Varghese
Michael Weber
Sebastian J. Wirkert
Tim Wirtz
Matthias Woehrle
AAML
323
61
0
29 Apr 2021
Deep Domain Generalization with Feature-norm Network
Mohammad Mahfujur Rahman
Clinton Fookes
Sridha Sridharan
OOD
138
3
0
28 Apr 2021
Towards Corruption-Agnostic Robust Domain Adaptation
Yifan Xu
Kekai Sheng
Weiming Dong
Baoyuan Wu
Changsheng Xu
Bao-Gang Hu
283
9
0
21 Apr 2021
Deep Stable Learning for Out-Of-Distribution Generalization
Computer Vision and Pattern Recognition (CVPR), 2021
Xingxuan Zhang
Peng Cui
Renzhe Xu
Linjun Zhou
Yue He
Zheyan Shen
OOD
226
302
0
16 Apr 2021
Explainability-aided Domain Generalization for Image Classification
Robin M. Schmidt
FAtt
OOD
193
2
0
05 Apr 2021
MetaAlign: Coordinating Domain Alignment and Classification for Unsupervised Domain Adaptation
Computer Vision and Pattern Recognition (CVPR), 2021
Guoqiang Wei
Cuiling Lan
Wenjun Zeng
Zhibo Chen
237
125
0
25 Mar 2021
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