Zero-Shot Visual Classification Through Discriminative Text Descriptor Selection

Soyeon Park, Jihyun Kim, Seoung Bum Kim

Vision-language models such as CLIP have demonstrated remarkable zero-shot classification performance by aligning visual and textual representations. Recent stu...

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DOI: https://doi.org/10.7232/JKIIE.2026.52.5.394

Simulation-based Optimal Maintenance Policy for ( k , n ) Module Systems

Byeong Kwan Son, Zhao, Qian Qian, Won Young Yun, Young Jin Han

This paper investigates an optimal maintenance policy for a (, ) module system under a performance-based warranty. The system consists of n groups, each contain...

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DOI: https://doi.org/10.7232/JKIIE.2026.52.5.406

Radial Loss for Few-Shot Instance Segmentation of Densely Cultivated Crops

Hyeseung Lee, Sungsu Kim, Seoung Bum Kim

Instance segmentation is a key technology for precision agriculture tasks such as per-plant growth monitoring and harvest-timing prediction. However, in real sm...

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DOI: https://doi.org/10.7232/JKIIE.2026.52.5.419

A Framework for Finished Goods Safety Stock Estimation Using Local LLM-Based Retrieval-Augmented Generation (RAG)

Hyoungwoo Cho, Woo-sik Yoo

This study proposes a local LLM-RAG-based framework for estimating finished-goods safety stock in high-mix low-volume manufacturing environments. The proposed f...

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DOI: https://doi.org/10.7232/JKIIE.2026.52.5.432

A Domain-Specific Multimodal Embedding-Based Integrated Retrieval System for Cybercrime Investigation

Seunggyu Lee, Su Min Lee, Hyunho Park, Eun Jung Kwon, Minjung Lee

This study proposes a domain-specific multimodal embedding model and an integrated retrieval system for cybercrime investigation. To address the limited domain ...

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DOI: https://doi.org/10.7232/JKIIE.2026.52.5.447

Gas Turbine Decay Prediction for Condition-Based Maintenance of Naval Propulsion Systems: An Extrapolative Generalization Assessment and a Cost-based Decision Perspective

Chang-Ho Son

As naval maintenance shifts to condition-based maintenance (CBM), estimating gas-turbine degradation from sensor data is essential. Using the public CODLAG frig...

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DOI: https://doi.org/10.7232/JKIIE.2026.52.5.470

Optimization Model for Officer Retirement Extension Policies under Budget Constraints: A Constrained Markov Decision Process (CMDP) Approach

Seungryul Lee, Suhwan Kim

This study proposes an optimal implementation strategy for phased officer retirement extension policies to ensure the stability of military personnel structures...

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DOI: https://doi.org/10.7232/JKIIE.2026.52.5.481