Automatic extraction of cell nuclei using dilated convolutional network

DOI10.3934/ipi.2020049zbMath1466.62413OpenAlexW3047500362MaRDI QIDQ2028918

Rajendra K. C. Khatri, Yifei Lou, Guanghua Xiao, Yan Cao, Brendan J. Caseria

Publication date: 3 June 2021

Published in: Inverse Problems and Imaging (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.3934/ipi.2020049

zbMATH Keywords

convolutiondeep learningsemantic segmentationdilated convolutionhistopathology image

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Applications of statistics to biology and medical sciences; meta analysis (62P10) Image analysis in multivariate analysis (62H35) Pattern recognition, speech recognition (68T10)

Uses Software

• Matlab
• DeepLab
• ImageNet
• Adam
• SegNet
• U-Net
• DeconvNet
• AlexNet

Cites Work

• Unnamed Item
• Efficient nonsmooth nonconvex optimization for image restoration and segmentation

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