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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"
34 / 434 papers shown
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation
European Conference on Computer Vision (ECCV), 2020
Cheng Ouyang
C. Biffi
Chen Chen
Turkay Kart
Huaqi Qiu
Daniel Rueckert
225
247
0
20 Jul 2020
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization
European Conference on Computer Vision (ECCV), 2020
Shujun Wang
Lequan Yu
Caizi Li
Chi-Wing Fu
Pheng-Ann Heng
OOD
260
221
0
18 Jul 2020
Learning to Learn with Variational Information Bottleneck for Domain Generalization
European Conference on Computer Vision (ECCV), 2020
Yingjun Du
Jun Xu
Huan Xiong
Qiang Qiu
Xiantong Zhen
Cees G. M. Snoek
Ling Shao
BDL
OOD
167
187
0
15 Jul 2020
Meta-rPPG: Remote Heart Rate Estimation Using a Transductive Meta-Learner
European Conference on Computer Vision (ECCV), 2020
Eugene Lee
E. Chen
Chen-Yi Lee
168
189
0
14 Jul 2020
Learning to Generate Novel Domains for Domain Generalization
Kaiyang Zhou
Yongxin Yang
Timothy M. Hospedales
Tao Xiang
OOD
489
521
0
07 Jul 2020
Adaptive Risk Minimization: Learning to Adapt to Domain Shift
Marvin Zhang
Henrik Marklund
Nikita Dhawan
Abhishek Gupta
Sergey Levine
Chelsea Finn
OOD
320
243
0
06 Jul 2020
Self-Challenging Improves Cross-Domain Generalization
Zeyi Huang
Haohan Wang
Eric Xing
Dong Huang
OOD
303
730
0
05 Jul 2020
Shape-aware Meta-learning for Generalizing Prostate MRI Segmentation to Unseen Domains
Quande Liu
Qi Dou
Pheng-Ann Heng
OOD
381
244
0
04 Jul 2020
In Search of Lost Domain Generalization
Ishaan Gulrajani
David Lopez-Paz
OOD
440
1,333
0
02 Jul 2020
Few-Shot Microscopy Image Cell Segmentation
Youssef Dawoud
Julia Hornauer
G. Carneiro
Vasileios Belagiannis
VLM
144
13
0
29 Jun 2020
Frustratingly Simple Domain Generalization via Image Stylization
Nathan Somavarapu
Chih-Yao Ma
Z. Kira
OOD
214
72
0
19 Jun 2020
Risk Variance Penalization
Chuanlong Xie
Haotian Ye
Fei Chen
Yue Liu
Rui Sun
Zhenguo Li
392
35
0
13 Jun 2020
Domain Generalization using Causal Matching
International Conference on Machine Learning (ICML), 2020
Divyat Mahajan
Shruti Tople
Amit Sharma
OOD
501
381
0
12 Jun 2020
Enforcing Predictive Invariance across Structured Biomedical Domains
Wengong Jin
Regina Barzilay
Tommi Jaakkola
OOD
161
31
0
06 Jun 2020
Domain Adaptive Relational Reasoning for 3D Multi-Organ Segmentation
Shuhao Fu
Yongyi Lu
Yan Wang
Yuyin Zhou
Wei Shen
Elliot K. Fishman
Alan Yuille
OOD
301
157
0
18 May 2020
Towards Data-Efficient Learning: A Benchmark for COVID-19 CT Lung and Infection Segmentation
Medical Physics (Lancaster) (Med. Phys.), 2020
Jun Ma
Yixin Wang
Xingle An
Cheng Ge
Ziqi Yu
...
Jian He
Zhiqiang He
Yuntao Zhu
Ziwei Nie
Xiaoping Yang
346
228
0
27 Apr 2020
Quantifying Graft Detachment after Descemet's Membrane Endothelial Keratoplasty with Deep Convolutional Neural Networks
Friso G. Heslinga
M. Alberti
J. Pluim
J. Cabrerizo
M. Veta
135
23
0
24 Apr 2020
Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation
Neerav Karani
Ertunc Erdil
K. Chaitanya
E. Konukoglu
OOD
360
190
0
09 Apr 2020
Online Meta-Learning for Multi-Source and Semi-Supervised Domain Adaptation
European Conference on Computer Vision (ECCV), 2020
Da Li
Timothy M. Hospedales
213
109
0
09 Apr 2020
Improving out-of-distribution generalization via multi-task self-supervised pretraining
Isabela Albuquerque
Nikhil Naik
Junnan Li
N. Keskar
R. Socher
SSL
OOD
174
44
0
30 Mar 2020
Efficient Domain Generalization via Common-Specific Low-Rank Decomposition
International Conference on Machine Learning (ICML), 2020
Vihari Piratla
Praneeth Netrapalli
Sunita Sarawagi
OOD
317
243
0
28 Mar 2020
Domain Adaptive Ensemble Learning
IEEE Transactions on Image Processing (TIP), 2020
Kaiyang Zhou
Yongxin Yang
Yu Qiao
Tao Xiang
OOD
423
342
0
16 Mar 2020
Learning Cross-domain Generalizable Features by Representation Disentanglement
Qingjie Meng
Daniel Rueckert
Bernhard Kainz
OOD
DRL
167
12
0
29 Feb 2020
Learn to Expect the Unexpected: Probably Approximately Correct Domain Generalization
International Conference on Artificial Intelligence and Statistics (AISTATS), 2020
Vikas Garg
Adam Kalai
Katrina Ligett
Zhiwei Steven Wu
OOD
123
23
0
13 Feb 2020
MS-Net: Multi-Site Network for Improving Prostate Segmentation with Heterogeneous MRI Data
IEEE Transactions on Medical Imaging (TMI), 2020
Quande Liu
Qi Dou
Lequan Yu
Pheng Ann Heng
OOD
301
331
0
09 Feb 2020
Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation
IEEE Transactions on Medical Imaging (TMI), 2020
Cheng Chen
Qi Dou
Hao Chen
J. Qin
Pheng Ann Heng
249
357
0
06 Feb 2020
VideoDG: Generalizing Temporal Relations in Videos to Novel Domains
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2019
Zhiyu Yao
Yunbo Wang
Jianmin Wang
Philip S. Yu
Mingsheng Long
OOD
ViT
157
31
0
08 Dec 2019
Open Cross-Domain Visual Search
Computer Vision and Image Understanding (CVIU), 2019
William Thong
Pascal Mettes
Cees G. M. Snoek
379
13
0
19 Nov 2019
Deep learning for cardiac image segmentation: A review
Frontiers in Cardiovascular Medicine (Front. Cardiovasc. Med.), 2019
Chen Chen
C. Qin
Huaqi Qiu
G. Tarroni
Yanfu Zhang
Wenjia Bai
Daniel Rueckert
SSeg
3DV
324
770
0
09 Nov 2019
Generalizing to unseen domains via distribution matching
Isabela Albuquerque
João Monteiro
Mohammad Javad Darvishi Bayazi
T. Falk
Alexia Jolicoeur-Martineau
OOD
593
176
0
03 Nov 2019
Reducing Domain Gap by Reducing Style Bias
Hyeonseob Nam
HyunJae Lee
Jongchan Park
Wonjun Yoon
Donggeun Yoo
367
63
0
25 Oct 2019
Learning to Optimize Domain Specific Normalization for Domain Generalization
European Conference on Computer Vision (ECCV), 2019
Seonguk Seo
Yumin Suh
Dongwan Kim
Geeho Kim
Jongwoo Han
Bohyung Han
AI4CE
438
262
0
09 Jul 2019
Domain Generalization by Marginal Transfer Learning
Gilles Blanchard
A. Deshmukh
Ürün Dogan
Gyemin Lee
Clayton Scott
OOD
291
322
0
21 Nov 2017
Adversarial Discriminative Domain Adaptation
Computer Vision and Pattern Recognition (CVPR), 2017
Eric Tzeng
Judy Hoffman
Kate Saenko
Trevor Darrell
GAN
OOD
1.1K
5,048
0
17 Feb 2017
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