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