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Doyun Lee

2 papers indexed

arxivcs.CVcs.LG2026-07-07

Enhanced Seam Segmentation for Automated Welding Robot in Construction Through Transfer Learning: Addressing Limitations of Bilateral Segmentation Network

Keonvin Park, Yong Ann Voeurn, Hyeokjun Kweon, Doyun Lee

Reliable seam segmentation is essential for autonomous robotic welding in construction, where harsh illumination, specular reflections, and thin weld geometries often degrade segmentation performance. This study proposes a reflection-robust seam segmentation framework that enhanc…

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crossrefAcademic Society for Appropriate Technology2026-04-30

Comparative Study of Machine Learning-based Network Anomaly Detection Models for Digital Healthcare Environments

Doyun Lee, Joohwan Son, Deokyeon Go

In the digital healthcare environment, the risk of cyberattacks is continuously increasing due to the proliferation of medical information systems and network-based medical devices. While traditional signature-based and rule-based security technologies are effective against known…

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