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Deep learning‐based hybrid reconstruction...
Journal article

Deep learning‐based hybrid reconstruction algorithm for fibre instance segmentation from 3D x‐ray tomographic images

Abstract

Abstract 3D x‐ray tomography is a powerful scanning technique used for generating images of complex fibre structures. A novel machine‐learning algorithm to identify and separate individual fibres using 3D images is proposed in this article. The developed four‐step hybrid 3D fibre segmentation algorithm involves deep‐learning aided semantic segmentation that slices 3D images to create 2D images for fibre extraction, elliptical contour estimation …

Authors

Fang M; Sibellas A; Drummond J; Cao Y; Phillion A; Martinez M; Pediredla VK; Gopaluni B

Journal

The Canadian Journal of Chemical Engineering, Vol. 101, No. 12, pp. 6817–6826

Publisher

Wiley

Publication Date

December 2023

DOI

10.1002/cjce.24939

ISSN

0008-4034