Weakly Supervised Neuron Reconstruction From Optical Microscopy Images With Morphological Priors

IEEE Transactions on Medical Imaging(2021)

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摘要
Manually labeling neurons from high-resolution but noisy and low-contrast optical microscopy (OM) images is tedious. As a result, the lack of annotated data poses a key challenge when applying deep learning techniques for reconstructing neurons from noisy and low-contrast OM images. While traditional tracing methods provide a possible way to efficiently generate labels for supervised network train...
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关键词
Neurons,Image reconstruction,Image segmentation,Feature extraction,Morphology,Generative adversarial networks,Training
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