Fully automated lumen and vessel contour segmentation in intravascular ultrasound datasets

Pablo J Blanco,Paulo G P Ziemer,Carlos A Bulant,Yasushi Ueki,Ronald Bass,Lorenz Räber,Pedro A Lemos,Héctor M García-García

Medical Image Analysis（2022）

引用 8|浏览27

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摘要

•Use of convolutional neural networks and Gaussian processes for IVUS segmentation.•Exhaustive training/validation/testing with 8427/2583/2425 manually segmented frames.•Comprehensive performance assessment through image and contour metrics.•Accuracy (Jaccard median) for lumen (0.91) and vessel (0.94) contours.

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关键词

IVUS,Lumen,Vessel,Segmentation,Deep learning,Gaussian process

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