TY - GEN
T1 - Investigations of Generative AI Applicability to Error Corrections in Map Information Collection Tool
AU - Batubulan, Kadek Suarjuna
AU - Funabiki, Nobuo
AU - Brata, Komang Candra
AU - Kotama, I. Nyoman Darma
AU - Syaifudin, Yan Watequlis
AU - Kao, Wen Chung
AU - Lee, Yi Fang
N1 - Publisher Copyright:
© 2025 Copyright held by the owner/author(s).
PY - 2026/2/2
Y1 - 2026/2/2
N2 - Currently, we are developing a map information collection tool to assist a pedestrian navigation system. It collects building names and room numbers using Optical Character Recognition (OCR), geolocation techniques, and web scraping to extract necessary data from websites. Unfortunately, collected data is often incomplete, unstructured, or outdated, which can reduce the overall accuracy and reliability. In this paper, we investigate the accuracy of collected data by this tool through comparisons with reference data obtained from Google Maps API, and the applicability of generative AI models in detecting and correcting errors. For evaluations, we examine classification-based metrics such as precision, recall, and F1-score to measure the consistency and correctness of the collected data.
AB - Currently, we are developing a map information collection tool to assist a pedestrian navigation system. It collects building names and room numbers using Optical Character Recognition (OCR), geolocation techniques, and web scraping to extract necessary data from websites. Unfortunately, collected data is often incomplete, unstructured, or outdated, which can reduce the overall accuracy and reliability. In this paper, we investigate the accuracy of collected data by this tool through comparisons with reference data obtained from Google Maps API, and the applicability of generative AI models in detecting and correcting errors. For evaluations, we examine classification-based metrics such as precision, recall, and F1-score to measure the consistency and correctness of the collected data.
KW - accuracy
KW - generative AI
KW - Google Maps API
KW - map information collection
KW - web scraping
UR - https://www.scopus.com/pages/publications/105030541483
UR - https://www.scopus.com/pages/publications/105030541483#tab=citedBy
U2 - 10.1145/3787256.3787275
DO - 10.1145/3787256.3787275
M3 - Conference contribution
AN - SCOPUS:105030541483
T3 - CIIS 2025 - 2025 the 8th International Conference on Computational Intelligence and Intelligent Systems
SP - 127
EP - 132
BT - CIIS 2025 - 2025 the 8th International Conference on Computational Intelligence and Intelligent Systems
PB - Association for Computing Machinery, Inc
T2 - 2025 The 8th International Conference on Computational Intelligence and Intelligent Systems, CIIS 2025
Y2 - 21 November 2025 through 23 November 2025
ER -