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An explainable deep learning framework for video violence detection using unsupervised keyframe selection and attention-based CNN

Abstract The exponential growth of video data from surveillance and online platforms has heightened the demand for intelligent, explainable systems capable of detecting violence in real time. This study proposes a novel Explainable Attention-Enhanced Convolutional Neural Network (CNN) framework that...

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I tiakina i:
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Ngā kaituhi matua: Rashid Azim, Naveed Abbas, Hend Khalid Alkahtani, Ayman Qahmash
Hōputu: Artigo
Reo:Inglês
I whakaputaina: Nature Portfolio 2026-02-01
Rangatū:Scientific Reports
Ngā marau:
Urunga tuihono:https://doi.org/10.1038/s41598-026-40977-7
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