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Improving Joint Learning of Chest X-Ray and Radiology Report by Word Region Alignment


Sep 04, 2021
Zhanghexuan Ji, Mohammad Abuzar Shaikh, Dana Moukheiber, Sargur Srihari, Yifan Peng, Mingchen Gao

* 10 Pages, 1 Figure, 3 Tables, Accepted in 12th Machine Learning in Medical Imaging (MLMI 2021) workshop 

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LAViTeR: Learning Aligned Visual and Textual Representations Assisted by Image and Caption Generation


Sep 04, 2021
Mohammad Abuzar Shaikh, Zhanghexuan Ji, Dana Moukheiber, Sargur Srihari, Mingchen Gao

* 14 pages, 10 Figures, 5 Tables 

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An End-to-End learnable Flow Regularized Model for Brain Tumor Segmentation


Sep 01, 2021
Yan Shen, Zhanghexuan Ji, Mingchen Gao

* Accepted by 2020 11TH International Conference on Machine Learning in Medical Imaging (MLMI 2020) 

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Improving Uncertainty Calibration of Deep Neural Networks via Truth Discovery and Geometric Optimization


Jun 25, 2021
Chunwei Ma, Ziyun Huang, Jiayi Xian, Mingchen Gao, Jinhui Xu

* 37th Conference on Uncertainty in Artificial Intelligence (UAI 2021) 

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Soft-Attention Improves Skin Cancer Classification Performance


May 10, 2021
Soumyya Kanti Datta, Mohammad Abuzar Shaikh, Sargur N. Srihari, Mingchen Gao

* 8 pages, 9 figures, 4 tables 

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Scribble-based Hierarchical Weakly Supervised Learning for Brain Tumor Segmentation


Nov 05, 2019
Zhanghexuan Ji, Yan Shen, Chunwei Ma, Mingchen Gao

* 22nd International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2019) Accept 

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Neural Style Transfer Improves 3D Cardiovascular MR Image Segmentation on Inconsistent Data


Sep 20, 2019
Chunwei Ma, Zhanghexuan Ji, Mingchen Gao

* 22nd International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2019) early accept 

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Brain Tumor Segmentation on MRI with Missing Modalities


Apr 15, 2019
Yan Shen, Mingchen Gao

* Will appear in IPMI 2019 

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Dynamic Routing on Deep Neural Network for Thoracic Disease Classification and Sensitive Area Localization


Aug 17, 2018
Yan Shen, Mingchen Gao

* MLMI 2018 

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Holistic Interstitial Lung Disease Detection using Deep Convolutional Neural Networks: Multi-label Learning and Unordered Pooling


Jan 19, 2017
Mingchen Gao, Ziyue Xu, Le Lu, Adam P. Harrison, Ronald M. Summers, Daniel J. Mollura


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Characterization of Lung Nodule Malignancy using Hybrid Shape and Appearance Features


Sep 21, 2016
Mario Buty, Ziyue Xu, Mingchen Gao, Ulas Bagci, Aaron Wu, Daniel J. Mollura

* Accepted to MICCAI 2016 

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Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning


Feb 10, 2016
Hoo-Chang Shin, Holger R. Roth, Mingchen Gao, Le Lu, Ziyue Xu, Isabella Nogues, Jianhua Yao, Daniel Mollura, Ronald M. Summers


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