Transformer-Based Super-Resolution Scanning Acoustic Imaging for Industrial Inspection

Date:

Conference Presentation at 2025 IEEE International Conference on Industrial Technology (ICIT), Wuhan, China, Wuhan, China

Presented the ICIT 2025 paper on SAMTransGAN, a Transformer-based super-resolution framework for high-resolution scanning acoustic imaging in industrial nondestructive testing.

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Abstract

This presentation covered the development of SAMTransGAN, a GAN-plus-Transformer architecture for acoustic image super-resolution. It included dataset generation via a high-order degradation model, transfer learning, dynamic loss balancing, and a web-based deployment framework for industrial NDT applications.

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