Deeper, Broader and Artier Domain Generalization

9 October 2017

Da Li

Yongxin Yang

Yi-Zhe Song

Timothy M. Hospedales

OOD

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Papers citing "Deeper, Broader and Artier Domain Generalization"

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Title
Uncertainty-guided Model Generalization to Unseen Domains Fengchun Qiao Xi Peng OOD UQCV 90 61 0 12 Mar 2021
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space Quande Liu Cheng Chen J. Qin Qi Dou Pheng-Ann Heng OOD FedML 179 443 0 10 Mar 2021
Multi-task Learning by Leveraging the Semantic Information Fan Zhou B. Chaib-draa Boyu Wang 65 12 0 03 Mar 2021
Domain Generalization: A Survey Kaiyang Zhou Ziwei Liu Yu Qiao Tao Xiang Chen Change Loy OOD AI4CE 266 1,029 0 03 Mar 2021
FSDR: Frequency Space Domain Randomization for Domain Generalization Jiaxing Huang Dayan Guan Aoran Xiao Shijian Lu 103 225 0 03 Mar 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization Jindong Wang Cuiling Lan Chang-Shu Liu Yidong Ouyang Tao Qin Wang Lu Yiqiang Chen Wenjun Zeng Philip S. Yu OOD 265 1,237 0 02 Mar 2021
Domain Generalization via Inference-time Label-Preserving Target Projections Prashant Pandey Mrigank Raman Sumanth Varambally A. Prathosh OOD 97 45 0 01 Mar 2021
Exposing Semantic Segmentation Failures via Maximum Discrepancy Competition Jiebin Yan Yu Zhong Yuming Fang Zhangyang Wang Kede Ma UQCV 72 18 0 27 Feb 2021
Neuron Coverage-Guided Domain Generalization Chris Xing Tian Haoliang Li Xiaofei Xie Yang Liu Shiqi Wang 91 37 0 27 Feb 2021
A microservice-based framework for exploring data selection in cross-building knowledge transfer Mouna Labiadh C. Obrecht Catarina Ferreira da Silva P. Ghodous 48 4 0 23 Feb 2021
Model-Based Domain Generalization Alexander Robey George J. Pappas Hamed Hassani OOD 125 131 0 23 Feb 2021
SWAD: Domain Generalization by Seeking Flat Minima Junbum Cha Sanghyuk Chun Kyungjae Lee Han-Cheol Cho Seunghyun Park Yunsung Lee Sungrae Park MoMe 305 460 0 17 Feb 2021
Adversarial Branch Architecture Search for Unsupervised Domain Adaptation Luc Robbiano Muhammad Rameez Ur Rahman Fabio Galasso Barbara Caputo Fabio Maria Carlucci 57 16 0 12 Feb 2021
Unleashing the Power of Contrastive Self-Supervised Visual Models via Contrast-Regularized Fine-Tuning Yifan Zhang Bryan Hooi Dapeng Hu Jian Liang Jiashi Feng 129 64 0 12 Feb 2021
Domain Invariant Representation Learning with Domain Density Transformations A. Nguyen Toan M. Tran Y. Gal A. G. Baydin OOD 91 79 0 09 Feb 2021
Domain Adversarial Neural Networks for Domain Generalization: When It Works and How to Improve Anthony Sicilia Xingchen Zhao Seong Jae Hwang OOD AI4CE 78 76 0 07 Feb 2021
FedH2L: Federated Learning with Model and Statistical Heterogeneity Yiying Li Wei Zhou Huaimin Wang Haibo Mi Timothy M. Hospedales FedML 154 29 0 27 Jan 2021
Hierarchical Variational Auto-Encoding for Unsupervised Domain Generalization Xudong Sun Florian Buettner BDL OOD DRL 44 3 0 23 Jan 2021
Rethinking Domain Generalization Baselines Francesco Cappio Borlino A. DÍnnocente Tatiana Tommasi OOD 92 40 0 22 Jan 2021
Out-of-Distribution Generalization Analysis via Influence Function Haotian Ye Chuanlong Xie Yue Liu Zhenguo Li OOD 50 13 0 21 Jan 2021
JigsawGAN: Auxiliary Learning for Solving Jigsaw Puzzles with Generative Adversarial Networks Ru Li Shuaicheng Liu Guangfu Wang Guanghui Liu B. Zeng GAN 55 26 0 19 Jan 2021
Knowledge Distillation Methods for Efficient Unsupervised Adaptation Across Multiple Domains Le Thanh Nguyen-Meidine Atif Belal M. Kiran Jose Dolz Louis-Antoine Blais-Morin Eric Granger 83 27 0 18 Jan 2021
Deep Visual Domain Adaptation G. Csurka OOD 201 185 0 28 Dec 2020
Domain Generalisation with Domain Augmented Supervised Contrastive Learning (Student Abstract) Hoang Son Le Rini Akmeliawati G. Carneiro 26 3 0 27 Dec 2020
DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation Haoyue Bai Rui Sun Lanqing Hong Fengwei Zhou Nanyang Ye Han-Jia Ye Shueng-Han Gary Chan Zhenguo Li OOD OODD CML 96 79 0 17 Dec 2020
Towards Recognizing New Semantic Concepts in New Visual Domains Massimiliano Mancini OOD 110 0 0 16 Dec 2020
Cluster, Split, Fuse, and Update: Meta-Learning for Open Compound Domain Adaptive Semantic Segmentation R. Gong Yuhua Chen D. Paudel Yawei Li Ajad Chhatkuli Wen Li Dengxin Dai Luc Van Gool OOD VLM 89 34 0 15 Dec 2020
WILDS: A Benchmark of in-the-Wild Distribution Shifts Pang Wei Koh Shiori Sagawa Henrik Marklund Sang Michael Xie Marvin Zhang ... A. Kundaje Emma Pierson Sergey Levine Chelsea Finn Percy Liang OOD 277 1,451 0 14 Dec 2020
Source Data-absent Unsupervised Domain Adaptation through Hypothesis Transfer and Labeling Transfer Jian Liang Dapeng Hu Yunbo Wang Ran He Jiashi Feng 212 260 0 14 Dec 2020
Exploiting Diverse Characteristics and Adversarial Ambivalence for Domain Adaptive Segmentation Bowen Cai Huan Fu Rongfei Jia Binqiang Zhao Hua Li Yinghui Xu 76 4 0 10 Dec 2020
Two-phase Pseudo Label Densification for Self-training based Domain Adaptation Inkyu Shin Sanghyun Woo Fei Pan InSo Kweon 70 114 0 09 Dec 2020
Continual Adaptation of Visual Representations via Domain Randomization and Meta-learning Riccardo Volpi Diane Larlus Grégory Rogez VLM OOD CLL 71 74 0 08 Dec 2020
Model Adaptation for Inverse Problems in Imaging Davis Gilton Greg Ongie Rebecca Willett OOD MedIm 134 48 0 30 Nov 2020
Batch Normalization Embeddings for Deep Domain Generalization Mattia Segu A. Tonioni Federico Tombari OOD AI4CE 134 135 0 25 Nov 2020
Insights From A Large-Scale Database of Material Depictions In Paintings Hubert Lin Mitchell J. P. van Zuijlen M. Wijntjes S. Pont Kavita Bala 122 6 0 24 Nov 2020
Domain Generalization in Biosignal Classification T. Dissanayake Tharindu Fernando Simon Denman H. Ghaemmaghami Sridha Sridharan Clinton Fookes OOD 67 17 0 12 Nov 2020
Learning Causal Semantic Representation for Out-of-Distribution Prediction Chang-Shu Liu Xinwei Sun Jindong Wang Haoyue Tang Tao Li Tao Qin Wei Chen Tie-Yan Liu CML OODD OOD 130 106 0 03 Nov 2020
Discriminative Adversarial Domain Generalization with Meta-learning based Cross-domain Validation Keyu Chen Di Zhuang Jerome Chang OOD 49 48 0 01 Nov 2020
Empirical or Invariant Risk Minimization? A Sample Complexity Perspective Kartik Ahuja Jun Wang Amit Dhurandhar Karthikeyan Shanmugam Kush R. Varshney OOD 91 79 0 30 Oct 2020
Domain Generalized Person Re-Identification via Cross-Domain Episodic Learning Ci-Siang Lin Yuan Cheng Y. Wang OOD 53 14 0 19 Oct 2020
Auxiliary Task Reweighting for Minimum-data Learning Baifeng Shi Judy Hoffman Kate Saenko Trevor Darrell Huijuan Xu MoMe 65 33 0 16 Oct 2020
Maximum-Entropy Adversarial Data Augmentation for Improved Generalization and Robustness Long Zhao Ting Liu Xi Peng Dimitris N. Metaxas OOD AAML 120 170 0 15 Oct 2020
Improved Multi-Source Domain Adaptation by Preservation of Factors Sebastian Schrom Stephan Hasler J. Adamy OOD 47 7 0 15 Oct 2020
Respecting Domain Relations: Hypothesis Invariance for Domain Generalization Ziqi Wang Marco Loog Jan van Gemert OOD 74 51 0 15 Oct 2020
Self-Supervised Domain Adaptation with Consistency Training Liang Xiao J. Xu D. Zhao Z. Wang L. Wang Y. Nie B. Dai 57 15 0 15 Oct 2020
DoFE: Domain-oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen Datasets Shujun Wang Lequan Yu Kang Li Xin Yang Chi-Wing Fu Pheng-Ann Heng 78 137 0 13 Oct 2020
Domain Agnostic Learning for Unbiased Authentication Jian Liang Yuren Cao Shuang Li Bing Bai Hao Li Fei Wang Kun Bai OOD 54 0 0 11 Oct 2020
Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification Oren Nuriel Sagie Benaim Lior Wolf 75 89 0 09 Oct 2020
A Survey On Anti-Spoofing Methods For Face Recognition with RGB Cameras of Generic Consumer Devices Zuheng Ming M. Visani M. Luqman J. Burie AAML CVBM 74 64 0 08 Oct 2020
Domain Generalization via Semi-supervised Meta Learning Hossein Sharifi-Noghabi Hossein Asghari Nazanin Mehrasa Martin Ester OOD 51 11 0 26 Sep 2020