Image-based microstructure classification of mortar and paste using convolutional neural networks and transfer learning

Image-based microstructure classification of mortar and paste using convolutional neural networks and transfer learning

The scanning electron microscopy (SEM) is widely applied to analyze the microstructure of concrete. SEM results are generally analyzed by human experts with different levels of expertise, and some tasks are extremely time consuming. In this study, a dataset consisting of 3600 SEM images was first bu...

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Bibliographic Details
Main Authors: Qian, Hanjie, Li, Ye, Yang, Jianfei, Xie, Lihua, Tan, Kang Hai
Other Authors: School of Civil and Environmental Engineering
Format: Journal Article
Language:English
Published: 2022
Subjects:
Engineering::Civil engineering
Engineering::Electrical and electronic engineering
Concrete Microstructure
Convolutional Neural Networks
Online Access:https://hdl.handle.net/10356/162089

Internet

https://hdl.handle.net/10356/162089

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