SynthSecureNet: An Improved Deep Learning Architecture with Application to Intelligent Violence Detection

SynthSecureNet: An Improved Deep Learning Architecture with Application to Intelligent Violence Detection

We present a new deep learning architecture, named SynthSecureNet, which hybridizes two popular architectures: MobileNetV2 and ResNetV2. The latter have been shown to be promising in violence detection. The aim of our architecture is to harness the combined strengths of the two known methods for imp...

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Bibliographic Details
Main Authors: Ntandoyenkosi Zungu, Peter Olukanmi, Pitshou Bokoro
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Algorithms
Subjects:
ensemble model
hybrid model
SynthSecureNet
2D CNN
deep transfer leaning
MobileNetV2
Online Access:https://www.mdpi.com/1999-4893/18/1/39
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