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1910.13580
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Domain Generalization via Model-Agnostic Learning of Semantic Features
Neural Information Processing Systems (NeurIPS), 2019
29 October 2019
Qi Dou
Daniel Coelho De Castro
Konstantinos Kamnitsas
Ben Glocker
OOD
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Papers citing
"Domain Generalization via Model-Agnostic Learning of Semantic Features"
50 / 434 papers shown
Deep Learning based Computer Vision Methods for Complex Traffic Environments Perception: A Review
Talha Azfar
Jinlong Li
Hongkai Yu
R. Cheu
Yisheng Lv
Ruimin Ke
162
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0
09 Nov 2022
FIXED: Frustratingly Easy Domain Generalization with Mixup
Wang Lu
Yongfeng Zhang
Han Yu
Lei Huang
Xiang Zhang
Yiqiang Chen
Xingxu Xie
288
13
0
07 Nov 2022
GLOBEM Dataset: Multi-Year Datasets for Longitudinal Human Behavior Modeling Generalization
Neural Information Processing Systems (NeurIPS), 2022
Xuhai Xu
Han Zhang
Yasaman S. Sefidgar
Yiyi Ren
Xin Liu
...
Tim Althoff
Margaret E. Morris
E. Riskin
Jennifer Mankoff
A. Dey
183
58
0
04 Nov 2022
FedGen: Generalizable Federated Learning for Sequential Data
IEEE International Conference on Cloud Computing (CLOUD), 2022
Praveen Venkateswaran
Vatche Isahagian
Vinod Muthusamy
N. Venkatasubramanian
OOD
FedML
200
14
0
03 Nov 2022
Learning to Augment via Implicit Differentiation for Domain Generalization
British Machine Vision Conference (BMVC), 2022
Ting-Hsiang Wang
Da Li
Kaiyang Zhou
Tao Xiang
Yi-Zhe Song
131
2
0
25 Oct 2022
ZooD: Exploiting Model Zoo for Out-of-Distribution Generalization
Neural Information Processing Systems (NeurIPS), 2022
Qishi Dong
Muhammad Awais
Fengwei Zhou
Chuanlong Xie
Tianyang Hu
Yongxin Yang
Sung-Ho Bae
Zhenguo Li
OODD
VLM
205
15
0
17 Oct 2022
Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization
Neural Information Processing Systems (NeurIPS), 2022
Chaoqi Chen
Luyao Tang
Yifan Zhang
Gangming Zhao
Yue Huang
Yizhou Yu
242
38
0
14 Oct 2022
Attention Diversification for Domain Generalization
European Conference on Computer Vision (ECCV), 2022
Rang Meng
Xianfeng Li
Weijie Chen
Shicai Yang
Mingli Song
Xinchao Wang
Lei Zhang
Weilong Dai
Di Xie
Shiliang Pu
204
51
0
09 Oct 2022
Constrained Maximum Cross-Domain Likelihood for Domain Generalization
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022
Jianxin Lin
Yongqiang Tang
Junping Wang
Wensheng Zhang
OOD
184
9
0
09 Oct 2022
Domain Generalization via Contrastive Causal Learning
Qiaowei Miao
Junkun Yuan
Kun Kuang
BDL
OOD
241
15
0
06 Oct 2022
TripleE: Easy Domain Generalization via Episodic Replay
Xuelong Li
Hongyu Ren
Huifeng Yao
Ziwei Liu
172
0
0
04 Oct 2022
Federated Domain Generalization for Image Recognition via Cross-Client Style Transfer
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Junming Chen
Meirui Jiang
Qianming Dou
Qifeng Chen
FedML
OOD
162
65
0
03 Oct 2022
Bootstrap Generalization Ability from Loss Landscape Perspective
Huanran Chen
Shitong Shao
Ziyi Wang
Zirui Shang
Jin Chen
Xiaofeng Ji
Xinxiao Wu
OOD
324
22
0
18 Sep 2022
Mitigating Both Covariate and Conditional Shift for Domain Generalization
International Conference on Cloud Computing and Intelligence Systems (ICCCIS), 2022
Jianxin Lin
Yongqiang Tang
Junping Wang
Wensheng Zhang
OOD
200
3
0
17 Sep 2022
On-Device Domain Generalization
Kaiyang Zhou
Yuanhan Zhang
Yuhang Zang
Jingkang Yang
Chen Change Loy
Ziwei Liu
OOD
348
7
0
15 Sep 2022
I2CR: Improving Noise Robustness on Keyword Spotting Using Inter-Intra Contrastive Regularization
Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), 2022
Dianwen Ng
J. Yip
Tanmay Surana
Zhao Yang
Chong Zhang
Yukun Ma
Chongjia Ni
Chng Eng Siong
B. Ma
207
9
0
14 Sep 2022
An Artificial Intelligence Outlook for Colorectal Cancer Screening
P. Katrakazas
Aristotelis Ballas
M. Anisetti
I. Spais
107
0
0
05 Sep 2022
Back-to-Bones: Rediscovering the Role of Backbones in Domain Generalization
Pattern Recognition (Pattern Recogn.), 2022
Simone Angarano
Mauro Martini
Francesco Salvetti
Vittorio Mazzia
Marcello Chiaberge
OOD
345
18
0
02 Sep 2022
MultiMatch: Multi-task Learning for Semi-supervised Domain Generalization
Lei Qi
Hongpeng Yang
Yinghuan Shi
Xin Geng
210
21
0
11 Aug 2022
Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration
European Conference on Computer Vision (ECCV), 2022
Ziqi Zhou
Lei Qi
Yinghuan Shi
287
51
0
08 Aug 2022
Label-Efficient Domain Generalization via Collaborative Exploration and Generalization
ACM Multimedia (ACM MM), 2022
Junkun Yuan
Xu Ma
Defang Chen
Kun Kuang
Leilei Gan
Lanfen Lin
176
27
0
07 Aug 2022
Adaptive Domain Generalization via Online Disagreement Minimization
IEEE Transactions on Image Processing (IEEE TIP), 2022
Xinyu Zhang
Ying-Cong Chen
OOD
200
10
0
03 Aug 2022
Semantic Data Augmentation based Distance Metric Learning for Domain Generalization
ACM Multimedia (ACM MM), 2022
Mengzhu Wang
Jianlong Yuan
Qi Qian
Zhibin Wang
Hao Li
325
40
0
02 Aug 2022
AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation
IEEE Transactions on Medical Imaging (IEEE TMI), 2022
Junyan Lyu
Yiqi Zhang
Yijin Huang
Li Lin
Pujin Cheng
Xiaoying Tang
MedIm
235
65
0
27 Jul 2022
Self-Distilled Vision Transformer for Domain Generalization
Asian Conference on Computer Vision (ACCV), 2022
M. Sultana
Muzammal Naseer
Muhammad Haris Khan
Salman Khan
Fahad Shahbaz Khan
ViT
300
51
0
25 Jul 2022
Domain Decorrelation with Potential Energy Ranking
AAAI Conference on Artificial Intelligence (AAAI), 2022
Sen Pei
Jiaxi Sun
Richard Yi Da Xu
Shiming Xiang
Gaofeng Meng
OOD
397
4
0
25 Jul 2022
Tackling Long-Tailed Category Distribution Under Domain Shifts
European Conference on Computer Vision (ECCV), 2022
Xiao Gu
Yao Guo
Zeju Li
Jianing Qiu
Qianming Dou
Yuxuan Liu
Benny Lo
Guangxu Yang
OOD
184
18
0
20 Jul 2022
Probable Domain Generalization via Quantile Risk Minimization
Neural Information Processing Systems (NeurIPS), 2022
Cian Eastwood
Avi Schwarzschild
Shashank Singh
Julius von Kügelgen
Hamed Hassani
George J. Pappas
Bernhard Schölkopf
OOD
329
83
0
20 Jul 2022
Generalizing to Unseen Domains with Wasserstein Distributional Robustness under Limited Source Knowledge
IEEE Journal on Selected Topics in Signal Processing (IEEE JSTSP), 2022
Junchang Wang
Liyan Xie
Yao Xie
Shao-Lun Huang
Yang Li
OOD
146
1
0
11 Jul 2022
Adaptive Fine-Grained Sketch-Based Image Retrieval
European Conference on Computer Vision (ECCV), 2022
A. Bhunia
Aneeshan Sain
Parth Shah
Animesh Gupta
Pinaki Nath Chowdhury
Tao Xiang
Yi-Zhe Song
439
24
0
04 Jul 2022
Unsupervised Cross-Domain Feature Extraction for Single Blood Cell Image Classification
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022
Raheleh Salehi
Ario Sadafi
A. Gruber
P. Lienemann
Nassir Navab
Shadi Albarqouni
Carsten Marr
94
20
0
01 Jul 2022
Online Reflective Learning for Robust Medical Image Segmentation
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022
Yuhao Huang
Xin Yang
Xiaoqiong Huang
Jiamin Liang
Xinrui Zhou
Cheng Chen
Haoran Dou
Xindi Hu
Yan Cao
Dong Ni
OOD
125
9
0
01 Jul 2022
vMFNet: Compositionality Meets Domain-generalised Segmentation
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022
Xiao Liu
Spyridon Thermos
Pedro Sanchez
Alison Q. OÑeil
Sotirios A. Tsaftaris
251
19
0
29 Jun 2022
Single-domain Generalization in Medical Image Segmentation via Test-time Adaptation from Shape Dictionary
AAAI Conference on Artificial Intelligence (AAAI), 2022
Quande Liu
Cheng Chen
Qi Dou
Pheng-Ann Heng
OOD
328
45
0
29 Jun 2022
Domain Generalization via Selective Consistency Regularization for Time Series Classification
International Conference on Pattern Recognition (ICPR), 2022
Wenyu Zhang
Mohamed Ragab
Chuan-Sheng Foo
OOD
AI4TS
267
2
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16 Jun 2022
Pareto Invariant Risk Minimization: Towards Mitigating the Optimization Dilemma in Out-of-Distribution Generalization
International Conference on Learning Representations (ICLR), 2022
Yongqiang Chen
Kaiwen Zhou
Yatao Bian
Binghui Xie
Bing Wu
...
Kaili Ma
Han Yang
P. Zhao
Bo Han
James Cheng
OOD
OODD
218
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0
15 Jun 2022
Learning towards Synchronous Network Memorizability and Generalizability for Continual Segmentation across Multiple Sites
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022
Jingyang Zhang
Peng Xue
Ran Gu
Yuning Gu
Mianxin Liu
Yongsheng Pan
Zhiming Cui
Jiawei Huang
Lei Ma
Dinggang Shen
CLL
189
10
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14 Jun 2022
INDIGO: Intrinsic Multimodality for Domain Generalization
Puneet Mangla
Shivam Chandhok
Milan Aggarwal
V. Balasubramanian
Balaji Krishnamurthy
VLM
172
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0
13 Jun 2022
MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022
Chong Chen
Zeju Li
Cheng Ouyang
Matthew Sinclair
Wenjia Bai
Daniel Rueckert
OOD
252
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02 Jun 2022
FRAug: Tackling Federated Learning with Non-IID Features via Representation Augmentation
IEEE International Conference on Computer Vision (ICCV), 2022
Haokun Chen
A. Frikha
Denis Krompass
Jindong Gu
Volker Tresp
OOD
288
44
0
30 May 2022
Dynamic Domain Generalization
International Joint Conference on Artificial Intelligence (IJCAI), 2022
Zhishu Sun
Zhifeng Shen
Luojun Lin
Yuanlong Yu
Zhifeng Yang
Shicai Yang
Weijie Chen
OOD
172
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Understanding new tasks through the lens of training data via exponential tilting
International Conference on Learning Representations (ICLR), 2022
Subha Maity
Mikhail Yurochkin
Moulinath Banerjee
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299
12
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26 May 2022
Temporal Domain Generalization with Drift-Aware Dynamic Neural Networks
International Conference on Learning Representations (ICLR), 2022
Guangji Bai
Ling-Hao Chen
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OOD
AI4TS
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229
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21 May 2022
Generalizing to Evolving Domains with Latent Structure-Aware Sequential Autoencoder
International Conference on Machine Learning (ICML), 2022
Tiexin Qin
Shiqi Wang
Haoliang Li
CML
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162
30
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16 May 2022
Contrastive Domain Disentanglement for Generalizable Medical Image Segmentation
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Jiangshan Lu
Jingyang Zhang
Wenhui Lei
Xiaofan Zhang
Guotai Wang
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178
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13 May 2022
Test-time Fourier Style Calibration for Domain Generalization
International Joint Conference on Artificial Intelligence (IJCAI), 2022
Xingchen Zhao
Chang Liu
Anthony Sicilia
Seong Jae Hwang
Yunong Fu
TTA
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265
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0
13 May 2022
SAN-Net: Learning Generalization to Unseen Sites for Stroke Lesion Segmentation with Self-Adaptive Normalization
Weiyi Yu
Zhizhong Huang
Junping Zhang
Hongming Shan
OOD
MedIm
191
32
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Localized Adversarial Domain Generalization
Computer Vision and Pattern Recognition (CVPR), 2022
Wei-wei Zhu
Le Lu
Jing Xiao
Mei Han
Jiebo Luo
Adam P. Harrison
OOD
217
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Hospital-Agnostic Image Representation Learning in Digital Pathology
Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2022
Milad Sikaroudi
Shahryar Rahnamayan
H. R. Tizhoosh
OOD
125
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05 Apr 2022
Semantic-Aware Domain Generalized Segmentation
Computer Vision and Pattern Recognition (CVPR), 2022
Duo Peng
Yinjie Lei
Munawar Hayat
Yulan Guo
Wen Li
271
134
0
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