Search Results for author: Takahiro Saitoh

Found 3 papers, 0 papers with code

A Study on Unsupervised Anomaly Detection and Defect Localization using Generative Model in Ultrasonic Non-Destructive Testing

no code implementations26 May 2024 Yusaku Ando, Miya Nakajima, Takahiro Saitoh, Tsuyoshi Kato

With the increasing number of the deterioration structures, challenges such as a shortage of inspectors and increased workload in non-destructive testing have become more apparent.

Simulation-Aided Deep Learning for Laser Ultrasonic Visualization Testing

no code implementations30 May 2023 Miya Nakajima, Takahiro Saitoh, Tsuyoshi Kato

In recent years, laser ultrasonic visualization testing (LUVT) has attracted much attention because of its ability to efficiently perform non-contact ultrasonic non-destructive testing. Despite many success reports of deep learning based image analysis for widespread areas, attempts to apply deep learning to defect detection in LUVT images face the difficulty of preparing a large dataset of LUVT images that is too expensive to scale.

Data Augmentation Defect Detection +1

A Study on Deep CNN Structures for Defect Detection From Laser Ultrasonic Visualization Testing Images

no code implementations23 May 2023 Miya Nakajima, Takahiro Saitoh, Tsuyoshi Kato

The importance of ultrasonic nondestructive testing has been increasing in recent years, and there are high expectations for the potential of laser ultrasonic visualization testing, which combines laser ultrasonic testing with scattered wave visualization technology.

Defect Detection Object +2

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