Saragi, M.S.P., Pradeka, D., Adiwilaga, A., Dewi, D.K. and Saputra, R.P. 2026. LiDAR and Visual Perception-Based Indoor Semantic Mapping: Comparative Study of GMapping and SLAM Toolbox. MALCOM: Indonesian Journal of Machine Learning and Computer Science. 6, 1 (Feb. 2026), 395-403. DOI:https://doi.org/10.57152/malcom.v6i1.2521.