TY - JOUR AU - Negre, Pablo AU - Alonso Rincón, Ricardo Serafín AU - Prieto Tejedor, Javier AU - García García, Óscar PY - 2026 SN - 0924-669X UR - http://hdl.handle.net/10366/169634 AB - [EN]Video violence detection using artificial intelligence plays a key role in public safety applications. Although convolutional and recurrent neural networks are widely adopted for this task, the actual contribution of temporal modeling over strong... LA - eng PB - Springer Nature KW - Convolutional Neural Networks (CNN) KW - Video violence detection KW - Physical aggression KW - Manual feature KW - Long Short Term Memory (LSTM) TI - Video violence detection using pre-trained VGG19 combined with manual logic, LSTM layers and Bi-LSTM layers DO - 10.1007/s10489-026-07122-3 T2 - Applied Intelligence VL - 56 ER -