Classification of Terahertz Images via Caustic Lens and Transfer Learning

Our study proposes a novel approach to reduce data processing time and improve classification accuracy in terahertz imaging. By combining a caustic lens with transfer learning, this approach enables faster and more accurate analysis of data obtained from terahertz images. Notably, the method achieved a classification accuracy of $99.38 \%$ for five different letter shapes, demonstrating its effectiveness. This research presents a new pathway to make terahertz imaging systems faster, more accurate, and more cost-effective.

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Publication Details

Published
2024-09-21
DOI
https://doi.org/10.1109/idap64064.2024.10711083
Primary Topic
Photoacoustic and Ultrasonic Imaging
Type
article
Field-Weighted Citation Impact
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article

Classification of Terahertz Images via Caustic Lens and Transfer Learning

Asaf Behzat Şahın, Doğan Tunca Arik, Özgün Ersoy
Photoacoustic and Ultrasonic Imaging
article

Classification of Terahertz Images via Caustic Lens and Transfer Learning

Asaf Behzat Şahın, Doğan Tunca Arik, Özgün Ersoy
article en

Abstract

Our study proposes a novel approach to reduce data processing time and improve classification accuracy in terahertz imaging. By combining a caustic lens with transfer learning, this approach enables faster and more accurate analysis of data obtained from terahertz images. Notably, the method achieved a classification accuracy of $99.38 \%$ for five different letter shapes, demonstrating its effectiveness. This research presents a new pathway to make terahertz imaging systems faster, more accurate, and more cost-effective.

Ankara University (TR)
Openalex Percentile: Top 83%
Photoacoustic and Ultrasonic Imaging
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