Deep-Learning-Based Automated Neuron Reconstruction From 3D Microscopy Images Using Synthetic Training Images

IEEE Transactions on Medical Imaging(2022)

引用 12|浏览14
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摘要
Digital reconstruction of neuronal structures from 3D microscopy images is critical for the quantitative investigation of brain circuits and functions. It is a challenging task that would greatly benefit from automatic neuron reconstruction methods. In this paper, we propose a novel method called SPE-DNR that combines spherical-patches extraction (SPE) and deep-learning for neuron reconstruction (...
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关键词
Neurons,Image reconstruction,Three-dimensional displays,Microscopy,Training,Reconstruction algorithms,Feature extraction
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