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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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Learn distributed GAN with Temporary Discriminators


Jul 17, 2020
Hui Qu, Yikai Zhang, Qi Chang, Zhennan Yan, Chao Chen, Dimitris Metaxas

* Accepted by ECCV2020. Code: https://github.com/huiqu18/TDGAN-PyTorch 

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Weakly Supervised Deep Nuclei Segmentation Using Partial Points Annotation in Histopathology Images


Jul 10, 2020
Hui Qu, Pengxiang Wu, Qiaoying Huang, Jingru Yi, Zhennan Yan, Kang Li, Gregory M. Riedlinger, Subhajyoti De, Shaoting Zhang, Dimitris N. Metaxas

* 12 pages 

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Synthetic Learning: Learn From Distributed Asynchronized Discriminator GAN Without Sharing Medical Image Data


Jun 14, 2020
Qi Chang, Hui Qu, Yikai Zhang, Mert Sabuncu, Chao Chen, Tong Zhang, Dimitris Metaxas

* The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020, pp. 13856-13866 

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Vertebra-Focused Landmark Detection for Scoliosis Assessment


Jan 09, 2020
Jingru Yi, Pengxiang Wu, Qiaoying Huang, Hui Qu, Dimitris N. Metaxas

* Accepted to ISBI2020 

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Multi-scale Cell Instance Segmentation with Keypoint Graph based Bounding Boxes


Jul 25, 2019
Jingru Yi, Pengxiang Wu, Qiaoying Huang, Hui Qu, Bo Liu, Daniel J. Hoeppner, Dimitris N. Metaxas

* accepted by MICCAI 2019 

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MRI Reconstruction via Cascaded Channel-wise Attention Network


Oct 18, 2018
Qiaoying Huang, Dong Yang, Pengxiang Wu, Hui Qu, Jingru Yi, Dimitris Metaxas

* 4 pages, 2 figures 

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