Lightweight Violence Detection Model Based on 2D CNN with Bi-Directional Motion Attention

• Published in: Applied sciences Vol. 14; no. 11; p. 4895
• Main Authors: Wang, Jingwen, Zhao, Daqi, Li, Haoming, Wang, Deqiang
• Format: Journal Article
• Language: English
• Published: Basel MDPI AG 01.06.2024
• Subjects: Accuracy; Algorithms; attention mechanism; Behavior; Cameras; Classification; Datasets; lightweight; Neural networks; Performance evaluation; Support vector machines; Surveillance; temporal modeling; Violence; violence detection

With the widespread deployment of surveillance cameras, automatic violence detection has attracted extensive attention from industry and academia. Though researchers have made great progress in video-based violence detection, it is still a challenging task to realize accurate violence detection in r...