Using Image Registration and Machine Learning to Develop a Workstation Tool for Rapid Analysis of Glomeruli in Medical Renal Biopsies.

David C Wilbur,Jason R Pettus,Maxwell L Smith,Lynn D Cornell,Alexander Andryushkin, Richard Wingard, Eric Wirch

Journal of pathology informatics（2020）

引用 8|浏览15

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摘要

Glomerulus detection in the best CNN model shows that machine learning algorithms may be accurate for this task. The added benefit of biopsy registration with simultaneous display and navigation allows reviewers to move from one machine-generated FOV to the next in all 4 stains. Together these features could increase both efficiency and accuracy in the review process.

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关键词

Convolutional neural network,glomeruli,image registration,machine learning,renal

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