Advancing PCB Assurance Towards Netlist Extraction with the Integration of X-Ray Imaging and Semi-Supervised Learning Techniques

PCBs are indispensable components that enable the functionality of modern electronics across numerous industries. This study presents a framework for their semi-supervised netlist extraction by addressing the challenges during X-ray tomography. Leveraging AI models during annotation saves time while allowing SMEs to fix AI-generated errors.

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Publication Details

Published
2024-08-14
DOI
https://doi.org/10.1109/rapid60772.2024.10647049
Citations
3
Primary Topic
Industrial Vision Systems and Defect Detection
Type
article
Field-Weighted Citation Impact
1.05
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article

Advancing PCB Assurance Towards Netlist Extraction with the Integration of X-Ray Imaging and Semi-Supervised Learning Techniques

Patrick Craig, Nitin Varshney, Navid Asadizanjani, Antika Roy
3 citations
Industrial Vision Systems and Defect Detection
1.05
article

Advancing PCB Assurance Towards Netlist Extraction with the Integration of X-Ray Imaging and Semi-Supervised Learning Techniques

Patrick Craig, Nitin Varshney, Navid Asadizanjani, Antika Roy
article en
3 citations

Abstract

PCBs are indispensable components that enable the functionality of modern electronics across numerous industries. This study presents a framework for their semi-supervised netlist extraction by addressing the challenges during X-ray tomography. Leveraging AI models during annotation saves time while allowing SMEs to fix AI-generated errors.

University of Florida (US)
Openalex Percentile: Top 21%
Industrial Vision Systems and Defect Detection
1.05
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