Domain Generalization: A Survey

3 March 2021

Yu Qiao

Papers citing "Domain Generalization: A Survey"

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Title
Association Graph Learning for Multi-Task Classification with Category Shifts Jiayi Shen Zehao Xiao Xiantong Zhen Cees G. M. Snoek M. Worring OOD 31 4 0 10 Oct 2022
On The Effects Of Data Normalisation For Domain Adaptation On EEG Data Andrea Apicella Francesco Isgrò A. Pollastro R. Prevete OOD 14 38 0 03 Oct 2022
Information-Theoretic Analysis of Unsupervised Domain Adaptation Ziqiao Wang Yongyi Mao 38 11 0 03 Oct 2022
Domain Generalization -- A Causal Perspective Paras Sheth Raha Moraffah K. S. Candan A. Raglin Huan Liu CML OOD 45 17 0 30 Sep 2022
Generalizability of Adversarial Robustness Under Distribution Shifts Kumail Alhamoud Hasan Hammoud Motasem Alfarra Bernard Ghanem OOD 53 8 0 29 Sep 2022
Domain-Unified Prompt Representations for Source-Free Domain Generalization Hongjing Niu Hanting Li Feng Zhao Bin Li VLM 47 18 0 29 Sep 2022
FedVeca: Federated Vectorized Averaging on Non-IID Data with Adaptive Bi-directional Global Objective Ping Luo Jieren Cheng Zhenhao Liu N. Xiong Jie Wu FedML 14 1 0 28 Sep 2022
Multi-dataset Training of Transformers for Robust Action Recognition Junwei Liang Enwei Zhang Jun Zhang Chunhua Shen ViT 37 11 0 26 Sep 2022
On-Device Domain Generalization Kaiyang Zhou Yuanhan Zhang Yuhang Zang Jingkang Yang Chen Change Loy Ziwei Liu OOD 20 6 0 15 Sep 2022
Generalization in Neural Networks: A Broad Survey Chris Rohlfs OOD AI4CE 11 6 0 04 Sep 2022
Back-to-Bones: Rediscovering the Role of Backbones in Domain Generalization Simone Angarano Mauro Martini Francesco Salvetti Vittorio Mazzia Marcello Chiaberge OOD 23 12 0 02 Sep 2022
Archangel: A Hybrid UAV-based Human Detection Benchmark with Position and Pose Metadata Yingzhe Shen Yaesop Lee H. Kwon D. Conover Shuvra S. Bhattacharyya Nikolas Vale Joshua D. Gray G. J. Leong Kenneth D. Evensen Frank E. Skirlo 17 9 0 31 Aug 2022
Artifact-Based Domain Generalization of Skin Lesion Models Alceu Bissoto Catarina Barata Eduardo Valle Sandra Avila MedIm AI4CE 33 13 0 20 Aug 2022
MultiMatch: Multi-task Learning for Semi-supervised Domain Generalization Lei Qi Hongpeng Yang Yinghuan Shi Xin Geng 22 13 0 11 Aug 2022
Multimodal Generation of Novel Action Appearances for Synthetic-to-Real Recognition of Activities of Daily Living Zdravko Marinov David Schneider Alina Roitberg Rainer Stiefelhagen VGen 24 2 0 03 Aug 2022
Joint covariate-alignment and concept-alignment: a framework for domain generalization Thuan Q. Nguyen Boyang Lyu Prakash Ishwar matthias. scheutz Shuchin Aeron OOD 22 4 0 01 Aug 2022
Improving Fine-tuning of Self-supervised Models with Contrastive Initialization Haolin Pan Yong Guo Qinyi Deng Hao-Fan Yang Yiqun Chen Jian Chen SSL 18 19 0 30 Jul 2022
Diversity Boosted Learning for Domain Generalization with Large Number of Domains Xinlin Leng Xiaoying Tang Yatao Bian AI4CE OOD 17 0 0 28 Jul 2022
Learnable Privacy-Preserving Anonymization for Pedestrian Images Junwu Zhang Mang Ye Yao Yang PICV 19 12 0 24 Jul 2022
Benchmarking Omni-Vision Representation through the Lens of Visual Realms Yuanhan Zhang Zhen-fei Yin Jing Shao Ziwei Liu VLM 31 26 0 14 Jul 2022
Estimating Test Performance for AI Medical Devices under Distribution Shift with Conformal Prediction Charles Lu Syed Rakin Ahmed Praveer Singh Jayashree Kalpathy-Cramer OOD 25 5 0 12 Jul 2022
Invariant and Transportable Representations for Anti-Causal Domain Shifts Yibo Jiang Victor Veitch OOD 121 32 0 04 Jul 2022
Gated Domain Units for Multi-source Domain Generalization Simon Foll Alina Dubatovka Eugen Ernst Siu Lun Chau Martin Maritsch Patrik Okanovic Gudrun Thater J. M. Buhmann Felix Wortmann Krikamol Muandet OOD 35 3 0 24 Jun 2022
Supervision Adaptation Balancing In-distribution Generalization and Out-of-distribution Detection Zhilin Zhao LongBing Cao Kun-Yu Lin 19 4 0 19 Jun 2022
Modeling the Data-Generating Process is Necessary for Out-of-Distribution Generalization Jivat Neet Kaur Emre Kıcıman Amit Sharma UQCV OOD 14 25 0 15 Jun 2022
Learning towards Synchronous Network Memorizability and Generalizability for Continual Segmentation across Multiple Sites Jingyang Zhang Peng Xue Ran Gu Yuning Gu Mianxin Liu Yongsheng Pan Zhiming Cui Jiawei Huang Lei Ma Dinggang Shen CLL 19 8 0 14 Jun 2022
INDIGO: Intrinsic Multimodality for Domain Generalization Puneet Mangla Shivam Chandhok Milan Aggarwal V. Balasubramanian Balaji Krishnamurthy VLM 33 2 0 13 Jun 2022
Neural Prompt Search Yuanhan Zhang Kaiyang Zhou Ziwei Liu VPVLM VLM 34 144 0 09 Jun 2022
Revisiting Realistic Test-Time Training: Sequential Inference and Adaptation by Anchored Clustering Yongyi Su Xun Xu K. Jia TTA OOD 18 45 0 06 Jun 2022
Impossibility of Collective Intelligence Krikamol Muandet 22 6 0 05 Jun 2022
Learning Invariant Visual Representations for Compositional Zero-Shot Learning Tian Zhang Kongming Liang Ruoyi Du Xian Sun Zhanyu Ma Jun Guo CoGe BDL 24 32 0 01 Jun 2022
Contrastive Centroid Supervision Alleviates Domain Shift in Medical Image Classification Wenshuo Zhou Dalu Yang Binghong Wu Yehui Yang Junde Wu Xiaorong Wang Lei Wang Haifeng Huang Yanwu Xu OOD 39 1 0 31 May 2022
FRAug: Tackling Federated Learning with Non-IID Features via Representation Augmentation Haokun Chen A. Frikha Denis Krompass Jindong Gu Volker Tresp OOD 30 24 0 30 May 2022
Enhancing Quality of Pose-varied Face Restoration with Local Weak Feature Sensing and GAN Prior Kaigeng Hu Yu Liu Renhe Liu Wei Lu Gang Yu Bin-Bin Fu CVBM 20 3 0 28 May 2022
MIMII DG: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection for Domain Generalization Task Kota Dohi Tomoya Nishida Harsh Purohit Ryo Tanabe Takashi Endo Masaaki Yamamoto Yuki Nikaido Y. Kawaguchi 8 67 0 27 May 2022
Robust and Efficient Medical Imaging with Self-Supervision Shekoofeh Azizi Laura J. Culp Jan Freyberg Basil Mustafa Sebastien Baur ... Geoffrey E. Hinton N. Houlsby Alan Karthikesalingam Mohammad Norouzi Vivek Natarajan OOD 63 58 0 19 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 11 26 0 09 May 2022
Efficient Neural Neighborhood Search for Pickup and Delivery Problems Yining Ma Jingwen Li Zhiguang Cao Wen Song Hongliang Guo Yuejiao Gong Yeow Meng Chee 8 39 0 25 Apr 2022
NICO++: Towards Better Benchmarking for Domain Generalization Xingxuan Zhang Linjun Zhou Renzhe Xu Haoxin Liu Zheyan Shen Peng Cui OOD 28 75 0 17 Apr 2022
Activation Regression for Continuous Domain Generalization with Applications to Crop Classification Samarth Khanna Bram Wallace Kavita Bala B. Hariharan 20 0 0 14 Apr 2022
Label Distribution Learning for Generalizable Multi-source Person Re-identification Lei Qi Jiayi Shen Jiaqi Liu Yinghuan Shi Xin Geng OOD 31 10 0 12 Apr 2022
Full-Spectrum Out-of-Distribution Detection Jingkang Yang Kaiyang Zhou Ziwei Liu OODD 21 57 0 11 Apr 2022
A Dempster-Shafer approach to trustworthy AI with application to fetal brain MRI segmentation Lucas Fidon Michael Aertsen Florian Kofler A. Bink A. David ... Marlene Stuempflen Esther Van Elslander Sébastien Ourselin Jan Deprest Tom Kamiel Magda Vercauteren 19 16 0 05 Apr 2022
Adaptive Network Combination for Single-Image Reflection Removal: A Domain Generalization Perspective Ming-Yu Liu Jia-Yu Pan Zifei Yan W. Zuo Lei Zhang OOD 16 3 0 04 Apr 2022
Selecting task with optimal transport self-supervised learning for few-shot classification Renjie Xu Xinghao Yang Baodi Liu Kai Zhang Weifeng Liu OT OODD 24 2 0 01 Apr 2022
On the Road to Online Adaptation for Semantic Image Segmentation Riccardo Volpi Pau de Jorge Diane Larlus G. Csurka OffRL 25 25 0 30 Mar 2022
Towards Domain Generalization in Object Detection Xingxuan Zhang Zekai Xu Renzhe Xu Jiashuo Liu Peng Cui Weitao Wan Chong Sun Chen Li ObjD OOD 22 21 0 27 Mar 2022
Out-of-distribution Generalization with Causal Invariant Transformations Ruoyu Wang Mingyang Yi Zhitang Chen Shengyu Zhu OOD OODD 30 56 0 22 Mar 2022
Deep vanishing point detection: Geometric priors make dataset variations vanish Yancong Lin R. Wiersma S. Pintea Klaus Hildebrandt E. Eisemann J. C. V. Gemert AAML 3DPC 33 22 0 16 Mar 2022
Exact Feature Distribution Matching for Arbitrary Style Transfer and Domain Generalization Yabin Zhang Minghan Li Ruihuang Li K. Jia Lei Zhang OOD 22 161 0 15 Mar 2022