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Modality Bank: Learn multi-modality images across data centers without sharing medical data


Jan 22, 2022
Qi Chang, Hui Qu, Zhennan Yan, Yunhe Gao, Lohendran Baskaran, Dimitris Metaxas

* arXiv admin note: substantial text overlap with arXiv:2012.08604 

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Object-Guided Instance Segmentation With Auxiliary Feature Refinement for Biological Images


Jun 14, 2021
Jingru Yi, Pengxiang Wu, Hui Tang, Bo Liu, Qiaoying Huang, Hui Qu, Lianyi Han, Wei Fan, Daniel J. Hoeppner, Dimitris N. Metaxas

* Accepted in TMI 

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Liver Fibrosis and NAS scoring from CT images using self-supervised learning and texture encoding


Mar 15, 2021
Ananya Jana, Hui Qu, Carlos D. Minacapelli, Carolyn Catalano, Vinod Rustgi, Dimitris Metaxas

* 5 pages, 2 figures, accepted at ISBI 2021, code at this URL: https://github.com/ananyajana/fibrosis_code 

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Training Federated GANs with Theoretical Guarantees: A Universal Aggregation Approach


Feb 09, 2021
Yikai Zhang, Hui Qu, Qi Chang, Huidong Liu, Dimitris Metaxas, Chao Chen


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Multi-modal AsynDGAN: Learn From Distributed Medical Image Data without Sharing Private Information


Dec 15, 2020
Qi Chang, Zhennan Yan, Lohendran Baskaran, Hui Qu, Yikai Zhang, Tong Zhang, Shaoting Zhang, Dimitris N. Metaxas

* arXiv admin note: text overlap with arXiv:2006.00080 

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Deep Learning based NAS Score and Fibrosis Stage Prediction from CT and Pathology Data


Sep 22, 2020
Ananya Jana, Hui Qu, Puru Rattan, Carlos D. Minacapelli, Vinod Rustgi, Dimitris Metaxas

* 6 pages, 3 figures. Accepted in IEEE BIBE 2020 

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Oriented Object Detection in Aerial Images with Box Boundary-Aware Vectors


Aug 29, 2020
Jingru Yi, Pengxiang Wu, Bo Liu, Qiaoying Huang, Hui Qu, Dimitris Metaxas

* Accepted to WACV2021 

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Enhanced MRI Reconstruction Network using Neural Architecture Search


Aug 19, 2020
Qiaoying Huang, Dong Yang, Yikun Xian, Pengxiang Wu, Jingru Yi, Hui Qu, Dimitris Metaxas

* 10 pages. Code will be released soon 

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