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Pipit Utami
Universitas Negeri Yogyakarta
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Multimodal Learning in AIoT Systems: Sensor Fusion and Vision-Based Intelligence Wulanjari, Agnes Prima; Dymyati, Ria; Indar Bismoko, Indar Bismoko; Fajaryati, Nuryake; Utami, Pipit
Jurnal Media Computer Science Vol 4 No 2 (2025): Juli
Publisher : LPPJPHKI Universitas Dehasen Bengkulu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37676/jmcs.v4i2.11040

Abstract

This study evaluates the effectiveness of multimodal learning in Artificial Intelligence of Things (AIoT) systems, focusing on the integration of sensor fusion and computer vision for classification tasks. A systematic review and meta-analysis were conducted on studies published between 2020 and 2025. Thirteen studies met the inclusion criteria; however, only six provided comparable quantitative data due to inconsistent baseline reporting and evaluation practices. The results indicate that multimodal approaches generally improve accuracy compared to unimodal baselines when comparable evaluations are available, with an average increase of 8.88% (95% CI: 5.33%–12.44%, p < 0.001). High heterogeneity was observed, influenced by domain, sensor configuration, and model architecture. These findings suggest that multimodal effectiveness is conditional and depends on modality complementarity, fusion strategy, and system-level constraints
Co-Authors Aanggraini, Yussi Alfred Michel Mofu Anggraini, Yussi Ariffin, Arihasnida Arihasnida Ariffin Badraningsih Lastariwati Bekti Wulandari Bonita Destiana Cikarge, Ghia Pisti Djoko Santoso Djoko Santoso Dymyati, Ria Erik Yumita Sudharta Fajar, Muklas Felestin Felestin, Felestin Hairuddin Harun Hamzah, Norhasyimah I Ketut Suada Indah Soesanti Indar Bismoko, Indar Bismoko Irwan Mahazir Ismail Irwan Mahazir Ismail Ismail, Irwan Mahazir Ismail, Mohd Erfy Khairul Azhar Mat Daud Maneetien, Nopadon Mat Daud, Khairul Azhar Moh. Khairudin Mohd Erfy Ismail Mohd Erfy Ismail Mohd Hasril Amiruddin Muhammad Irfan Luthfi Mustofah, Mustofah Nopadon Maneetien Norhasyimah Hamzah Nunung Setiawati Nuryake Fajaryati Praramadini Sari Putra, Abdul Aziz Sidiq Tri Putu Sudira Putu Sudira Putu Sudira Fajaryati Rinawan, Rangga Bayu Rudy Hartanto Santi Utami, Santi Slamet Slamet Vetin Yumita Saroh Wulanjari, Agnes Prima Yoga Sahria Yunda Michel Rismawati