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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
NAS-OoD: Neural Architecture Search for Out-of-Distribution Generalization
Haoyue Bai
Fengwei Zhou
Lanqing Hong
Nanyang Ye
Shueng-Han Gary Chan
Zhenguo Li
OOD
UQCV
130
45
0
05 Sep 2021
Barycentric-alignment and reconstruction loss minimization for domain generalization
Boyang Lyu
Thuan Q. Nguyen
Prakash Ishwar
matthias. scheutz
Shuchin Aeron
OOD
289
4
0
04 Sep 2021
Towards Out-Of-Distribution Generalization: A Survey
Tianyu Wang
Zheyan Shen
Yue He
Xingxuan Zhang
Renzhe Xu
Han Yu
Peng Cui
CML
OOD
511
628
0
31 Aug 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
Re-using Adversarial Mask Discriminators for Test-time Training under Distribution Shifts
Machine Learning for Biomedical Imaging (MLBI), 2021
Gabriele Valvano
Andrea Leo
Sotirios A. Tsaftaris
424
7
0
26 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
396
314
0
26 Aug 2021
Discovering Spatial Relationships by Transformers for Domain Generalization
Cuicui Kang
Karthik Nandakumar
ViT
177
1
0
23 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
Feature Stylization and Domain-aware Contrastive Learning for Domain Generalization
Seogkyu Jeon
Kibeom Hong
Pilhyeon Lee
Jewook Lee
H. Byun
OOD
223
90
0
19 Aug 2021
Training for the Future: A Simple Gradient Interpolation Loss to Generalize Along Time
Anshul Nasery
Soumyadeep Thakur
Vihari Piratla
A. De
Sunita Sarawagi
AI4TS
208
34
0
15 Aug 2021
The Effect of the Loss on Generalization: Empirical Study on Synthetic Lung Nodule Data
V. Baltatzis
Loic Le Folgoc
S. Ellis
O. M. Manzanera
Kyriaki-Margarita Bintsi
A. Nair
S. Desai
Ben Glocker
Julia A. Schnabel
OOD
47
1
0
10 Aug 2021
Out-of-Domain Generalization from a Single Source: An Uncertainty Quantification Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Xi Peng
Fengchun Qiao
Long Zhao
OOD
357
45
0
05 Aug 2021
Domain Generalization via Gradient Surgery
Lucas Mansilla
Rodrigo Echeveste
Diego H. Milone
Enzo Ferrante
OOD
230
92
0
03 Aug 2021
Text is Text, No Matter What: Unifying Text Recognition using Knowledge Distillation
IEEE International Conference on Computer Vision (ICCV), 2021
A. Bhunia
Aneeshan Sain
Pinaki Nath Chowdhury
Yi-Zhe Song
201
31
0
26 Jul 2021
Towards Unsupervised Domain Generalization
Xingxuan Zhang
Linjun Zhou
Renzhe Xu
Peng Cui
Zheyan Shen
Haoxin Liu
OOD
AI4CE
239
60
0
13 Jul 2021
Embracing the Dark Knowledge: Domain Generalization Using Regularized Knowledge Distillation
Yufei Wang
Haoliang Li
Lap-pui Chau
Alex C. Kot
FedML
138
52
0
06 Jul 2021
MixStyle Neural Networks for Domain Generalization and Adaptation
Kaiyang Zhou
Yongxin Yang
Yu Qiao
Tao Xiang
OOD
TTA
211
143
0
05 Jul 2021
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation
Chen Chen
Kerstin Hammernik
Cheng Ouyang
C. Qin
Wenjia Bai
Daniel Rueckert
OOD
166
24
0
02 Jul 2021
Semi-supervised Meta-learning with Disentanglement for Domain-generalised Medical Image Segmentation
Xiao Liu
Spyridon Thermos
Alison Q. OÑeil
Sotirios A. Tsaftaris
OOD
314
61
0
24 Jun 2021
AtrialGeneral: Domain Generalization for Left Atrial Segmentation of Multi-Center LGE MRIs
Lei Li
V. Zimmer
Julia A. Schnabel
Xiahai Zhuang
209
29
0
16 Jun 2021
Delving Deep into the Generalization of Vision Transformers under Distribution Shifts
Computer Vision and Pattern Recognition (CVPR), 2021
Chongzhi Zhang
Mingyuan Zhang
Shanghang Zhang
Daisheng Jin
Qiang-feng Zhou
Zhongang Cai
Haiyu Zhao
Xianglong Liu
Ziwei Liu
207
126
0
14 Jun 2021
Domain Generalization on Medical Imaging Classification using Episodic Training with Task Augmentation
Chenxin Li
Qi Qi
Xinghao Ding
Yue Huang
Dong Liang
Yizhou Yu
OOD
129
87
0
13 Jun 2021
Learning Domain Invariant Representations by Joint Wasserstein Distance Minimization
Neural Networks (NN), 2021
Léo Andéol
Yusei Kawakami
Yuichiro Wada
Takafumi Kanamori
K. Müller
G. Montavon
OOD
301
11
0
09 Jun 2021
OoD-Bench: Quantifying and Understanding Two Dimensions of Out-of-Distribution Generalization
Computer Vision and Pattern Recognition (CVPR), 2021
Nanyang Ye
Kaican Li
Haoyue Bai
Runpeng Yu
Lanqing Hong
Fengwei Zhou
Zhenguo Li
Jun Zhu
CML
OOD
288
129
0
07 Jun 2021
Multi-Target Domain Adaptation with Collaborative Consistency Learning
Computer Vision and Pattern Recognition (CVPR), 2021
Takashi Isobe
Xu Jia
Shuaijun Chen
Jianzhong He
Yongjie Shi
Jian-zhuo Liu
Huchuan Lu
Shengjin Wang
183
97
0
07 Jun 2021
Meta-learning with implicit gradients in a few-shot setting for medical image segmentation
Rabindra Khadka
Debesh Jha
Steven Hicks
Vajira Thambawita
Michael A. Riegler
Sharib Ali
Pål Halvorsen
197
61
0
06 Jun 2021
Feature-based Style Randomization for Domain Generalization
Yue Wang
Lei Qi
Yinghuan Shi
Yang Gao
OOD
197
63
0
06 Jun 2021
Cross-Domain First Person Audio-Visual Action Recognition through Relative Norm Alignment
M. Planamente
Chiara Plizzari
Emanuele Alberti
Barbara Caputo
EgoV
223
13
0
03 Jun 2021
Contrastive ACE: Domain Generalization Through Alignment of Causal Mechanisms
IEEE Transactions on Image Processing (TIP), 2021
Yunqi Wang
Furui Liu
Zhitang Chen
Qing Lian
Guangyong Chen
Jianye Hao
Yik-Chung Wu
OOD
CML
145
40
0
02 Jun 2021
Semi-Supervised Domain Generalization with Stochastic StyleMatch
International Journal of Computer Vision (IJCV), 2021
Kaiyang Zhou
Chen Change Loy
Ziwei Liu
OOD
226
77
0
01 Jun 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
243
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
242
561
0
24 May 2021
Generalizable Person Re-identification with Relevance-aware Mixture of Experts
Computer Vision and Pattern Recognition (CVPR), 2021
Yongxing Dai
Xiaotong Li
Jun Liu
Zekun Tong
Ling-yu Duan
OOD
248
152
0
19 May 2021
Privacy-Preserving Constrained Domain Generalization via Gradient Alignment
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2021
Chris Xing Tian
Haoliang Li
Yufei Wang
Shiqi Wang
218
8
0
14 May 2021
The Federated Tumor Segmentation (FeTS) Challenge
Sarthak Pati
Ujjwal Baid
M. Zenk
Brandon Edwards
Micah J. Sheller
...
Lena Maier-Hein
Jens Kleesiek
Bjoern Menze
Klaus Maier-Hein
Spyridon Bakas
FedML
OOD
206
87
0
12 May 2021
A Bit More Bayesian: Domain-Invariant Learning with Uncertainty
International Conference on Machine Learning (ICML), 2021
Zehao Xiao
Jiayi Shen
Xiantong Zhen
Ling Shao
Cees G. M. Snoek
BDL
UQCV
OOD
251
47
0
09 May 2021
Self-Adaptive Transfer Learning for Multicenter Glaucoma Classification in Fundus Retina Images
Yiming Bao
Jun Wang
Tong Li
Linyan Wang
Jianwei Xu
Juan Ye
Xiaobo Li
OOD
242
5
0
07 May 2021
Adaptive Domain-Specific Normalization for Generalizable Person Re-Identification
Jiawei Liu
Zhipeng Huang
Kecheng Zheng
Dong Liu
Xiaoyan Sun
Zhengjun Zha
OOD
296
0
0
07 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
324
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
Auto-FedAvg: Learnable Federated Averaging for Multi-Institutional Medical Image Segmentation
Yingda Xia
Dong Yang
Wenqi Li
Andriy Myronenko
Daguang Xu
...
Elvira Stellato
G. Carrafiello
A. Ierardi
Alan Yuille
H. Roth
OOD
FedML
178
53
0
20 Apr 2021
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization
IEEE International Conference on Computer Vision (ICCV), 2021
Daehee Kim
Seunghyun Park
Jinkyu Kim
Jaekoo Lee
OOD
SSL
354
318
0
20 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
232
302
0
16 Apr 2021
Open Domain Generalization with Domain-Augmented Meta-Learning
Computer Vision and Pattern Recognition (CVPR), 2021
Yang Shu
Zhangjie Cao
Chenyu Wang
Jianmin Wang
Mingsheng Long
OOD
170
172
0
08 Apr 2021
Achieving Domain Generalization in Underwater Object Detection by Domain Mixup and Contrastive Learning
Neurocomputing (Neurocomputing), 2021
Yang Chen
Pinhao Song
Hong Liu
Linhui Dai
Xiaochuan Zhang
Runwei Ding
Shengquan Li
423
55
0
06 Apr 2021
Domain Generalization with MixStyle
International Conference on Learning Representations (ICLR), 2021
Kaiyang Zhou
Yongxin Yang
Yu Qiao
Tao Xiang
330
910
0
05 Apr 2021
Explainability-aided Domain Generalization for Image Classification
Robin M. Schmidt
FAtt
OOD
193
2
0
05 Apr 2021
Confidence Calibration for Domain Generalization under Covariate Shift
IEEE International Conference on Computer Vision (ICCV), 2021
Yunye Gong
Xiaoyu Lin
Yi Yao
Thomas G. Dietterich
Ajay Divakaran
Melinda Gervasio
152
32
0
01 Apr 2021
Progressive Domain Expansion Network for Single Domain Generalization
Computer Vision and Pattern Recognition (CVPR), 2021
Lei Li
Ke Gao
Juan Cao
Ziyao Huang
Yepeng Weng
Xiaoyue Mi
Zhengze Yu
Xiaoya Li
Boyang Xia
OOD
AI4CE
276
208
0
30 Mar 2021
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