Multi-Modal Fusion Network with Multi-Head Self-Attention for Injection Training Evaluation in Medical Education

• Published in: Electronics (Basel) Vol. 13; no. 19; p. 3882
• Main Authors: Li, Zhe, Kanazuka, Aya, Hojo, Atsushi, Nomura, Yukihiro, Nakaguchi, Toshiya
• Format: Journal Article
• Language: English
• Published: Basel MDPI AG 01.10.2024
• Subjects: Accuracy; Artificial intelligence; Artificial neural networks; Automation; Cameras; Coding; COVID-19; Data integration; Datasets; Deep learning; Education; Efficiency; Epidemics; Feature extraction; Geospatial data; Image reconstruction; Injection molding; Medical colleges; Medical education; Medical imaging; Medical imaging equipment; Medical personnel; Medical research; Medical students; Modules; Neural networks; Pandemics; Performance evaluation; Skills; Social distancing; Three dimensional motion; Training; Training evaluation; Video data

The COVID-19 pandemic has significantly disrupted traditional medical training, particularly in critical areas such as the injection process, which require expert supervision. To address the challenges posed by reduced face-to-face interactions, this study introduces a multi-modal fusion network des...