Chen Liu
Chen Liu
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Segmentation with Residual Attention U-Net and an Edge-Enhancement Approach Preserves Cell Shape Features
We demonstrate the addition of an edge-enhancement approach improved cell segmentation results over the baseline U-Net variant, in both traditional metrics and better preservation of cell shape features.
Nanyan Zhu
,
Chen Liu
,
Britney Forsyth
,
Zakary S Singer
,
Andrew F Laine
,
Tal Danino
,
Jia Guo
Deep Learning Identifies Neuroimaging Signatures of Alzheimer's Disease Using Structural and Synthesized Functional MRI Data
We demonstrate the potential of deep learning with large-scale structural and synthesized functional MRI to impact Alzheimer’s Disease (AD) classification and to identify AD’s neuroimaging signatures.
Nanyan Zhu
,
Chen Liu
,
Xinyang Feng
,
Dipika Sikka
,
Sabrina Gjerswold-Selleck
,
Scott A Small
,
Jia Guo
Substituting Gadolinium in Brain MRI Using DeepContrast
We develop and optimize a deep learning algorithm to produce Gd contrast in mouse brain MRI directly from a single non-contrast structural MRI.
Haoran Sun
,
Xueqing Liu
,
Xinyang Feng
,
Chen Liu
,
Nanyan Zhu
,
Sabrina J Gjerswold-Selleck
,
Hong-Jian Wei
,
Pavan S Upadhyayula
,
Angeliki Mela
,
Cheng-Chia Wu
,
Peter D Canoll
,
Andrew F Laine
,
J Thomas Vaughan
,
Scott A Small
,
Jia Guo
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