conference

Segmentation with Residual Attention U-Net and an Edge-Enhancement Approach Preserves Cell Shape Features
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
Segmentation with Residual Attention U-Net and an Edge-Enhancement Approach Preserves Cell Shape Features
Deep Learning Identifies Neuroimaging Signatures of Alzheimer's Disease Using Structural and Synthesized Functional MRI Data
Synthesized functional MRI can facilitate classification of Alzheimer’s Disease (AD) and identification of AD’s neuroimaging signatures.
Nanyan Zhu, Chen Liu, Xinyang Feng, Dipika Sikka, Sabrina Gjerswold-Selleck, Scott A Small, Jia Guo
Deep Learning Identifies Neuroimaging Signatures of Alzheimer's Disease Using Structural and Synthesized Functional MRI Data
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
Substituting Gadolinium in Brain MRI Using DeepContrast