Multimodal Deep Learning for Violence Detection: VGGish and MobileViT Integration With Knowledge Distillation on Jetson Nano

Multimodal Deep Learning for Violence Detection: VGGish and MobileViT Integration With Knowledge Distillation on Jetson Nano

The need for efficient surveillance systems to identify crimes and improve public safety is rising as violent incidents in public and industrial settings occur more frequently. To facilitate the monitoring process, this research suggests a multimodal deep learning architecture that can automatically...

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Bibliographic Details
Main Authors: Mohammed, Antara Labiba Swapnil, Marilyn Dip Peris, Istiaque Hasan Nihal, Riasat Khan, Mohammad Abdul Matin
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Open Journal of the Communications Society
Subjects:
Deep learning
knowledge distillation
multimodal learning
surveillance systems
violence detection
vision transformer
Online Access:https://ieeexplore.ieee.org/document/10810367/
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https://ieeexplore.ieee.org/document/10810367/

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