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Beyond Classification: Structured Regression for Robust Cell Detection Using Convolutional Neural Network

Robust cell detection serves as a critical prerequisite for many biomedical image analysis applications. In this paper, we present a novel convolutional neural network (CNN) based structured regression model, which is shown to be able to handle touching cells, inhomogeneous background noises, and la...

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Bibliografische gegevens
Gepubliceerd in:Med Image Comput Comput Assist Interv
Hoofdauteurs: Xie, Yuanpu, Xing, Fuyong, Kong, Xiangfei, Su, Hai, Yang, Lin
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: 2015
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Online toegang:https://ncbi.nlm.nih.gov/pmc/articles/PMC5226438/
https://ncbi.nlm.nih.gov/pubmed/28090601
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-3-319-24574-4_43
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