Research on multi-source microstructure image recognition of foam ceramics using convolutional network combine with frequency domain

Research on multi-source microstructure image recognition of foam ceramics using convolutional network combine with frequency domain

Abstract Foam ceramics are widely used in industrial applications due to their unique properties, including high porosity, lightweight, and high-temperature resistance. However, their complex microstructure presents significant challenges for image analysis. Traditional machine learning methods ofte...

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Bibliographic Details
Main Authors: Yi Yin, Jianwei Pan, Fang Wang, Peihang Li, Zhen Cai, Xin Xu
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Foam ceramics
Multi-source Microstructure images
FD-Conv
Frequency domain block
Online Access:https://doi.org/10.1038/s41598-025-87305-z
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