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1910.13580
Cited By
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
RobustNet: Improving Domain Generalization in Urban-Scene Segmentation via Instance Selective Whitening
Computer Vision and Pattern Recognition (CVPR), 2021
Sungha Choi
Sanghun Jung
Huiwon Yun
J. Kim
Seungryong Kim
Jaegul Choo
238
362
0
29 Mar 2021
Orthogonal Projection Loss
IEEE International Conference on Computer Vision (ICCV), 2021
Kanchana Ranasinghe
Muzammal Naseer
Munawar Hayat
Salman Khan
Fahad Shahbaz Khan
VLM
206
87
0
25 Mar 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
Embracing the Disharmony in Medical Imaging: A Simple and Effective Framework for Domain Adaptation
Rongguang Wang
Pratik Chaudhari
Christos Davatzikos
OOD
428
57
0
23 Mar 2021
Intra-Inter Camera Similarity for Unsupervised Person Re-Identification
Computer Vision and Pattern Recognition (CVPR), 2021
Shiyu Xuan
Shiliang Zhang
207
214
0
22 Mar 2021
An Empirical Framework for Domain Generalization in Clinical Settings
ACM Conference on Health, Inference, and Learning (CHIL), 2021
Haoran Zhang
Natalie Dullerud
Laleh Seyyed-Kalantari
Q. Morris
Shalmali Joshi
Marzyeh Ghassemi
OOD
AI4CE
276
66
0
20 Mar 2021
Uncertainty-guided Model Generalization to Unseen Domains
Computer Vision and Pattern Recognition (CVPR), 2021
Fengchun Qiao
Xi Peng
OOD
UQCV
226
71
0
12 Mar 2021
Cross-Domain Similarity Learning for Face Recognition in Unseen Domains
Computer Vision and Pattern Recognition (CVPR), 2021
M. Faraki
Xiang Yu
Yi-Hsuan Tsai
Yumin Suh
Manmohan Chandraker
CVBM
OOD
160
27
0
12 Mar 2021
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space
Computer Vision and Pattern Recognition (CVPR), 2021
Quande Liu
Cheng Chen
J. Qin
Qi Dou
Pheng-Ann Heng
OOD
FedML
387
540
0
10 Mar 2021
Contrast Adaptive Tissue Classification by Alternating Segmentation and Synthesis
Dzung L. Pham
Y. Chou
Blake E. Dewey
Daniel Reich
J. Butman
Snehashis Roy
109
3
0
04 Mar 2021
Multi-task Learning by Leveraging the Semantic Information
AAAI Conference on Artificial Intelligence (AAAI), 2021
Fan Zhou
B. Chaib-draa
Boyu Wang
174
13
0
03 Mar 2021
Domain Generalization: A Survey
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Kaiyang Zhou
Ziwei Liu
Yu Qiao
Tao Xiang
Chen Change Loy
OOD
AI4CE
783
1,319
0
03 Mar 2021
FSDR: Frequency Space Domain Randomization for Domain Generalization
Computer Vision and Pattern Recognition (CVPR), 2021
Jiaxing Huang
Dayan Guan
Aoran Xiao
Shijian Lu
290
272
0
03 Mar 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2021
Yongfeng Zhang
Cuiling Lan
Yu Xie
Yidong Ouyang
Tao Qin
Wang Lu
Yiqiang Chen
Wenjun Zeng
Philip S. Yu
OOD
1.1K
1,535
0
02 Mar 2021
Domain Generalization via Inference-time Label-Preserving Target Projections
Computer Vision and Pattern Recognition (CVPR), 2021
Prashant Pandey
Mrigank Raman
Sumanth Varambally
A. Prathosh
OOD
227
52
0
01 Mar 2021
Neuron Coverage-Guided Domain Generalization
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Chris Xing Tian
Haoliang Li
Xiaofei Xie
Yang Liu
Shiqi Wang
317
39
0
27 Feb 2021
Nonlinear Invariant Risk Minimization: A Causal Approach
Chaochao Lu
Yuhuai Wu
Jośe Miguel Hernández-Lobato
Bernhard Schölkopf
CML
OOD
299
55
0
24 Feb 2021
Model-Based Domain Generalization
Neural Information Processing Systems (NeurIPS), 2021
Avi Schwarzschild
George J. Pappas
Hamed Hassani
OOD
364
148
0
23 Feb 2021
Robust Domain-Free Domain Generalization with Class-aware Alignment
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021
Wenyu Zhang
Mohamed Ragab
Ramón Sagarna
OOD
209
9
0
17 Feb 2021
SWAD: Domain Generalization by Seeking Flat Minima
Neural Information Processing Systems (NeurIPS), 2021
Junbum Cha
Sanghyuk Chun
Kyungjae Lee
Han-Cheol Cho
Seunghyun Park
Yunsung Lee
Sungrae Park
MoMe
751
539
0
17 Feb 2021
Unleashing the Power of Contrastive Self-Supervised Visual Models via Contrast-Regularized Fine-Tuning
Neural Information Processing Systems (NeurIPS), 2021
Yifan Zhang
Bryan Hooi
Dapeng Hu
Jian Liang
Jiashi Feng
208
76
0
12 Feb 2021
Domain Adversarial Neural Networks for Domain Generalization: When It Works and How to Improve
Machine-mediated learning (ML), 2021
Anthony Sicilia
Xingchen Zhao
Seong Jae Hwang
OOD
AI4CE
179
103
0
07 Feb 2021
Key Technology Considerations in Developing and Deploying Machine Learning Models in Clinical Radiology Practice
JMIR Medical Informatics (JMIR Med Inform), 2021
V. Kulkarni
M. Gawali
A. Kharat
VLM
255
27
0
03 Feb 2021
Magnification Generalization for Histopathology Image Embedding
IEEE International Symposium on Biomedical Imaging (ISBI), 2021
Milad Sikaroudi
Benyamin Ghojogh
Fakhri Karray
Mark Crowley
H. R. Tizhoosh
MedIm
98
5
0
18 Jan 2021
Harmonization and the Worst Scanner Syndrome
Daniel Moyer
Polina Golland
106
7
0
15 Jan 2021
Towards Domain Invariant Single Image Dehazing
AAAI Conference on Artificial Intelligence (AAAI), 2021
P. Shyam
Kuk-Jin Yoon
Kyung-soo Kim
111
58
0
09 Jan 2021
Domain Generalisation with Domain Augmented Supervised Contrastive Learning (Student Abstract)
AAAI Conference on Artificial Intelligence (AAAI), 2020
Hoang Son Le
Rini Akmeliawati
G. Carneiro
53
5
0
27 Dec 2020
Histogram Matching Augmentation for Domain Adaptation with Application to Multi-Centre, Multi-Vendor and Multi-Disease Cardiac Image Segmentation
Jun Ma
127
33
0
27 Dec 2020
DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation
AAAI Conference on Artificial Intelligence (AAAI), 2020
Haoyue Bai
Rui Sun
Lanqing Hong
Fengwei Zhou
Nanyang Ye
Han-Jia Ye
Shueng-Han Gary Chan
Zhenguo Li
OOD
OODD
CML
151
84
0
17 Dec 2020
Cluster, Split, Fuse, and Update: Meta-Learning for Open Compound Domain Adaptive Semantic Segmentation
Computer Vision and Pattern Recognition (CVPR), 2020
R. Gong
Yuhua Chen
D. Paudel
Yawei Li
Ajad Chhatkuli
Wen Li
Dengxin Dai
Luc Van Gool
OOD
VLM
226
39
0
15 Dec 2020
WILDS: A Benchmark of in-the-Wild Distribution Shifts
International Conference on Machine Learning (ICML), 2020
Pang Wei Koh
Shiori Sagawa
Henrik Marklund
Sang Michael Xie
Marvin Zhang
...
A. Kundaje
Emma Pierson
Sergey Levine
Chelsea Finn
Abigail Z. Jacobs
OOD
671
1,646
0
14 Dec 2020
Domain Generalization for Session-Independent Brain-Computer Interface
Dong-Kyun Han
Ji-Hoon Jeong
BDL
OOD
170
23
0
07 Dec 2020
Batch Normalization Embeddings for Deep Domain Generalization
Pattern Recognition (Pattern Recognit.), 2020
Mattia Segu
A. Tonioni
Federico Tombari
OOD
AI4CE
383
156
0
25 Nov 2020
Unsupervised BatchNorm Adaptation (UBNA): A Domain Adaptation Method for Semantic Segmentation Without Using Source Domain Representations
Marvin Klingner
Jan-Aike Termöhlen
Jacob Ritterbach
Tim Fingscheidt
325
42
0
17 Nov 2020
Learning causal representations for robust domain adaptation
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2020
shuai Yang
Kui Yu
Fuyuan Cao
Lin Liu
Hongya Wang
Jiuyong Li
OOD
CML
TTA
191
57
0
12 Nov 2020
Mutual Information-based Disentangled Neural Networks for Classifying Unseen Categories in Different Domains: Application to Fetal Ultrasound Imaging
IEEE Transactions on Medical Imaging (TMI), 2020
Qingjie Meng
Jacqueline Matthew
V. Zimmer
Alberto Gómez
D. Lloyd
Daniel Rueckert
Bernhard Kainz
OOD
179
40
0
30 Oct 2020
Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification
Computer Vision and Pattern Recognition (CVPR), 2020
Oren Nuriel
Sagie Benaim
Lior Wolf
250
109
0
09 Oct 2020
NLP Service APIs and Models for Efficient Registration of New Clients
Findings (Findings), 2020
Sahil Shah
Vihari Piratla
Soumen Chakrabarti
Sunita Sarawagi
139
0
0
04 Oct 2020
Domain Generalization via Semi-supervised Meta Learning
Hossein Sharifi-Noghabi
Hossein Asghari
Nazanin Mehrasa
Martin Ester
OOD
146
13
0
26 Sep 2020
Style-invariant Cardiac Image Segmentation with Test-time Augmentation
Xiaoqiong Huang
Zejian Chen
Xin Yang
Zhendong Liu
Yuxin Zou
Mingyuan Luo
Wufeng Xue
Dong Ni
132
13
0
24 Sep 2020
Learning to Balance Specificity and Invariance for In and Out of Domain Generalization
European Conference on Computer Vision (ECCV), 2020
Prithvijit Chattopadhyay
Yogesh Balaji
Judy Hoffman
OOD
254
225
0
28 Aug 2020
Random Style Transfer based Domain Generalization Networks Integrating Shape and Spatial Information
Lei Li
V. Zimmer
Wangbin Ding
Fuping Wu
Liqin Huang
Julia A. Schnabel
Xiahai Zhuang
OOD
MedIm
163
25
0
27 Aug 2020
Unsupervised Cross-domain Image Classification by Distance Metric Guided Feature Alignment
Qingjie Meng
Daniel Rueckert
Bernhard Kainz
OOD
145
15
0
19 Aug 2020
Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical Imaging
Pulkit Khandelwal
Paul Yushkevich
OOD
279
47
0
18 Aug 2020
Automated Claustrum Segmentation in Human Brain MRI Using Deep Learning
Human Brain Mapping (HBM), 2020
Hongwei Bran Li
A. Menegaux
B. Schmitz-Koep
Antonia Neubauer
Felix J. B. Bäuerlein
Antonio Terpin
C. Sorg
Bjoern Menze
D. Hedderich
446
23
0
08 Aug 2020
Meta-Learning with Context-Agnostic Initialisations
Asian Conference on Computer Vision (ACCV), 2020
Toby Perrett
A. Masullo
T. Burghardt
Majid Mirmehdi
Dima Damen
CLL
133
2
0
29 Jul 2020
Discrepancy Minimization in Domain Generalization with Generative Nearest Neighbors
Prashant Pandey
Mrigank Raman
Sumanth Varambally
A. Prathosh
127
1
0
28 Jul 2020
Dual Distribution Alignment Network for Generalizable Person Re-Identification
AAAI Conference on Artificial Intelligence (AAAI), 2020
Peixian Chen
Pingyang Dai
Jianzhuang Liu
Feng Zheng
Q. Tian
Rongrong Ji
OOD
204
50
0
27 Jul 2020
Self-Supervised Learning Across Domains
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
S. Bucci
A. DÍnnocente
Yujun Liao
Fabio Maria Carlucci
Barbara Caputo
Tatiana Tommasi
SSL
213
90
0
24 Jul 2020
Domain Generalization via Optimal Transport with Metric Similarity Learning
Fan Zhou
Zhuqing Jiang
Changjian Shui
Boyu Wang
B. Chaib-draa
OOD
250
68
0
21 Jul 2020
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