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FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification

11 July 2024

Yu Tian

Congcong Wen

Min Shi

Muhammad Muneeb Afzal

Papers citing "FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification"

41 / 41 papers shown

Title
UniTrans: A Unified Vertical Federated Knowledge Transfer Framework for Enhancing Cross-Hospital Collaboration Chung-ju Huang Yuanpeng He Xiao Han Wenpin Jiao Zhi Jin Leye Wang FedML 116 3 0 20 Jan 2025
FairCLIP: Harnessing Fairness in Vision-Language Learning Yan Luo Minfei Shi Muhammad Osama Khan Muhammad Muneeb Afzal Hao Huang ... Luo Song Ava Kouhana T. Elze Yi Fang Mengyu Wang VLM 69 36 0 29 Mar 2024
Harvard Glaucoma Detection and Progression: A Multimodal Multitask Dataset and Generalization-Reinforced Semi-Supervised Learning Yan Luo Minfei Shi Yu Tian T. Elze Mengyu Wang 69 16 0 25 Aug 2023
Fairness and Accuracy under Domain Generalization Thai-Hoang Pham Xueru Zhang Ping Zhang 90 22 0 30 Jan 2023
Multi-view Local Co-occurrence and Global Consistency Learning Improve Mammogram Classification Generalisation Yuanhong Chen Hu Wang Chong Wang Yu Tian Fengbei Liu M. Elliott Davis J. McCarthy Helen Frazer G. Carneiro 97 20 0 21 Sep 2022
AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation Junyan Lyu Yiqi Zhang Yijin Huang Li Lin Pujin Cheng Xiaoying Tang MedIm 56 47 0 27 Jul 2022
Domain Adaptation meets Individual Fairness. And they get along Debarghya Mukherjee Felix Petersen Mikhail Yurochkin Yuekai Sun FaML 56 16 0 01 May 2022
Translation Consistent Semi-supervised Segmentation for 3D Medical Images Yuyuan Liu Yu Tian Chong Wang Yuanhong Chen Fengbei Liu Vasileios Belagiannis G. Carneiro 3DV 133 15 0 28 Mar 2022
Unsupervised Anomaly Detection in Medical Images with a Memory-augmented Multi-level Cross-attentional Masked Autoencoder Yu Tian Guansong Pang Yuyuan Liu Chong Wang Yuanhong Chen Fengbei Liu Rajvinder Singh Johan Verjans Mengyu Wang G. Carneiro ViT 83 24 0 22 Mar 2022
Aligning Domain-specific Distribution and Classifier for Cross-domain Classification from Multiple Sources Yongchun Zhu Fuzhen Zhuang Deqing Wang OOD 89 303 0 04 Jan 2022
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation Lukas Hoyer Dengxin Dai Luc Van Gool AI4CE 102 458 0 29 Nov 2021
ACPL: Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image Classification Fengbei Liu Yu Tian Yuanhong Chen Yuyuan Liu Vasileios Belagiannis G. Carneiro 81 80 0 25 Nov 2021
Self-supervised Pseudo Multi-class Pre-training for Unsupervised Anomaly Detection and Segmentation in Medical Images Yu Tian Fengbei Liu Guansong Pang Yuanhong Chen Yuyuan Liu Johan Verjans Rajvinder Singh G. Carneiro 73 31 0 03 Sep 2021
Cross-Domain Gradient Discrepancy Minimization for Unsupervised Domain Adaptation Zhekai Du Jingjing Li Hongzu Su Lei Zhu Ke Lu 53 157 0 08 Jun 2021
PixMatch: Unsupervised Domain Adaptation via Pixelwise Consistency Training Luke Melas-Kyriazi Arjun K. Manrai 70 118 0 17 May 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 131 555 0 18 Feb 2021
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Jieneng Chen Yongyi Lu Qihang Yu Xiangde Luo Ehsan Adeli Yan Wang Le Lu Alan Yuille Yuyin Zhou ViT MedIm 98 3,479 0 08 Feb 2021
Fair Attribute Classification through Latent Space De-biasing V. V. Ramaswamy Sunnie S. Y. Kim Olga Russakovsky 57 164 0 02 Dec 2020
Medical Image Segmentation Using Deep Learning: A Survey Risheng Wang Tao Lei Xiaogang Du Yong Wan Hongying Meng Asoke K. Nandi SSeg OOD 80 566 0 28 Sep 2020
Instance Adaptive Self-Training for Unsupervised Domain Adaptation Ke Mei Chuang Zhu Jiaqi Zou Shanghang Zhang 71 307 0 27 Aug 2020
Towards Accuracy-Fairness Paradox: Adversarial Example-based Data Augmentation for Visual Debiasing Yi Zhang Jitao Sang 55 55 0 27 Jul 2020
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization Shujun Wang Lequan Yu Caizi Li Chi-Wing Fu Pheng-Ann Heng OOD 63 194 0 18 Jul 2020
FDA: Fourier Domain Adaptation for Semantic Segmentation Yanchao Yang Stefano Soatto OOD 86 897 0 11 Apr 2020
Learning to Learn Single Domain Generalization Fengchun Qiao Long Zhao Xi Peng OOD 128 443 0 30 Mar 2020
Fairness by Learning Orthogonal Disentangled Representations Mhd Hasan Sarhan Nassir Navab Abouzar Eslami Shadi Albarqouni FaML OOD CML 84 97 0 12 Mar 2020
FR-Train: A Mutual Information-Based Approach to Fair and Robust Training Yuji Roh Kangwook Lee Steven Euijong Whang Changho Suh 78 78 0 24 Feb 2020
Hi-CMD: Hierarchical Cross-Modality Disentanglement for Visible-Infrared Person Re-Identification Seokeon Choi Sumin Lee Youngeun Kim Taekyung Kim Changick Kim 48 241 0 03 Dec 2019
Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization Shiori Sagawa Pang Wei Koh Tatsunori B. Hashimoto Percy Liang OOD 108 1,243 0 20 Nov 2019
Domain Generalization Using a Mixture of Multiple Latent Domains Toshihiko Matsuura Tatsuya Harada OOD 66 326 0 18 Nov 2019
Generalizing to unseen domains via distribution matching Isabela Albuquerque João Monteiro Mohammad Javad Darvishi Bayazi T. Falk Ioannis Mitliagkas OOD 79 157 0 03 Nov 2019
Invariant Risk Minimization Martín Arjovsky Léon Bottou Ishaan Gulrajani David Lopez-Paz OOD 186 2,229 0 05 Jul 2019
MIMIC-CXR-JPG, a large publicly available database of labeled chest radiographs Alistair E. W. Johnson Tom Pollard Nathaniel R. Greenbaum M. Lungren Chih-ying Deng Yifan Peng Zhiyong Lu R. Mark Seth Berkowitz Steven Horng MedIm 94 812 0 21 Jan 2019
CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison Jeremy Irvin Pranav Rajpurkar M. Ko Yifan Yu Silviana Ciurea-Ilcus ... D. Larson C. Langlotz Bhavik Patel M. Lungren A. Ng 112 2,595 0 21 Jan 2019
Two at Once: Enhancing Learning and Generalization Capacities via IBN-Net Xingang Pan Ping Luo Jianping Shi Xiaoou Tang OOD 69 763 0 25 Jul 2018
Learning to Adapt Structured Output Space for Semantic Segmentation Yi-Hsuan Tsai Wei-Chih Hung S. Schulter Kihyuk Sohn Ming-Hsuan Yang Manmohan Chandraker OOD SSeg 140 1,545 0 28 Feb 2018
ROAD: Reality Oriented Adaptation for Semantic Segmentation of Urban Scenes Yuhua Chen Wen Li Luc Van Gool 71 294 0 30 Nov 2017
Learning to Generalize: Meta-Learning for Domain Generalization Da Li Yongxin Yang Yi-Zhe Song Timothy M. Hospedales OOD 102 1,421 0 10 Oct 2017
Unified Deep Supervised Domain Adaptation and Generalization Saeid Motiian Marco Piccirilli Donald Adjeroh Gianfranco Doretto OOD 95 789 0 28 Sep 2017
Age Progression/Regression by Conditional Adversarial Autoencoder Zhifei Zhang Yang Song Hairong Qi GAN CVBM 77 1,113 0 27 Feb 2017
FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation Judy Hoffman Dequan Wang Feng Yu Trevor Darrell OOD 92 789 0 08 Dec 2016
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 378 9,497 0 28 May 2015