Scanning electron microscopy (SEM) image segmentation for microstructure analysis of concrete using U-net convolutional neural network

Srikanth Sagar Bangaru; Chao Wang; Xu Zhou; Marwa Hassan

doi:10.1016/j.autcon.2022.104602

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Scanning electron microscopy (SEM) image segmentation for microstructure analysis of concrete using U-net convolutional neural network

Srikanth Sagar Bangaru Chao Wang Xu Zhou Marwa Hassan

Year: 2022 Journal: Automation in Construction Vol: 144 Pages: 104602-104602 Publisher: Elsevier BV

DOI: 10.1016/j.autcon.2022.104602

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Keywords:

Convolutional neural network Scanning electron microscope Microstructure Artificial neural network Segmentation Artificial intelligence Materials science Image (mathematics) Net (polyhedron) Image processing Image segmentation Computer vision Composite material Pattern recognition (psychology) Computer science Structural engineering Engineering Mathematics Geometry

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Topics

Infrastructure Maintenance and Monitoring

Physical Sciences → Engineering → Civil and Structural Engineering

Concrete Corrosion and Durability

Physical Sciences → Engineering → Civil and Structural Engineering

Non-Destructive Testing Techniques

Physical Sciences → Engineering → Mechanical Engineering

Scanning electron microscopy (SEM) image segmentation for microstructure analysis of concrete using U-net convolutional neural network

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