Crowd Analysis - Nagrale, Vishakha;Nagrale, Niraj
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This Book focuses on crowd behavior analysis for public safety, using advanced deep neural networks and CCTV footage. It reviews the latest CNN software tools and techniques, presenting a taxonomy of crowd behavior analysis architectures and datasets. The study proposes a novel system using CNN models like Inception-V4 and InceptionResNet, along with RNN models such as LSTM and GRU, to enhance accuracy in detecting suspicious activities and improving crowd management strategies.

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Produktbeschreibung
This Book focuses on crowd behavior analysis for public safety, using advanced deep neural networks and CCTV footage. It reviews the latest CNN software tools and techniques, presenting a taxonomy of crowd behavior analysis architectures and datasets. The study proposes a novel system using CNN models like Inception-V4 and InceptionResNet, along with RNN models such as LSTM and GRU, to enhance accuracy in detecting suspicious activities and improving crowd management strategies.
Autorenporträt
Dr. Vishakha Niraj Nagrale,Assistant Professor, G H Raisoni College of Engineering & Management, Nagpur, (affiliated to Rashtrasant Tukdoji Maharaj Nagpur University, Nagpur.)Prof. Niraj Nagrale,Assistant Professor, G H Raisoni College of Engineering, Nagpur, (affiliated to Rashtrasant Tukdoji Maharaj Nagpur University, Nagpur).