Dr. Jean-Michel Roche Profile

Dr. Jean-Michel Roche

at ONERA

SPIE Involvement:

Author

Publications (3)

Proceedings Article | 7 June 2024 Presentation + Paper

Synthetic visible-IR images pairs generation for multi-spectral NDT using flying spot thermography and deep learning

Kevin Helvig, Pauline Trouvé-Peloux, Ludovic Gavérina, Jean-Michel Roche, Baptiste Abeloos

Proceedings Volume 13047, 130470E (2024) https://doi.org/10.1117/12.3013537

KEYWORDS: Data modeling, Diffusion, Thermal modeling, Thermography, Visible radiation, Infrared imaging, Image processing, Deep learning, Object detection

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SPIE Journal Paper | 1 February 2024

Database for transfer learning in crack detection and localization on metallic materials using flying spot thermography and deep learning

Kevin Helvig, Pauline Trouvé-Peloux, Ludovic Gavérina, Jean-Michel Roche, Baptiste Abeloos

JEI, Vol. 33, Issue 03, 031202, (February 2024) https://doi.org/10.1117/12.10.1117/1.JEI.33.3.031202

KEYWORDS: Thermography, Education and training, Databases, Deep learning, Machine learning, Data modeling, Image restoration, Tunable filters, Thermal modeling, Object detection

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Proceedings Article | 28 July 2023 Paper

Laser flying-spot thermography: an open-access dataset for machine learning and deep learning

K. Helvig, P. Trouvé-Peloux, L. Gaverina, J-M. Roche, B. Abeloos, C. Pradère

Proceedings Volume 12749, 127491A (2023) https://doi.org/10.1117/12.3000481

KEYWORDS: Thermography, Deep learning, Machine learning, Transformers, Databases, Image segmentation

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