The patent titled introduces an advanced solution for real-time violence detection. Leveraging th... more The patent titled introduces an advanced solution for real-time violence detection. Leveraging the computational power of the ZCU104 platform, the system integrates the ResNet18-3D deep learning model to capture spatiotemporal patterns in video data, allowing for accurate identification of violent activities. This system is optimized for real-world applications using pruning and quantization techniques to reduce the model's size while ensuring efficient performance. It offers a scalable, reliable solution for diverse surveillance environments, significantly enhancing public safety through automated surveillance technology.
The patent titled introduces an advanced solution for real-time violence detection. Leveraging th... more The patent titled introduces an advanced solution for real-time violence detection. Leveraging the computational power of the ZCU104 platform, the system integrates the ResNet18-3D deep learning model to capture spatiotemporal patterns in video data, allowing for accurate identification of violent activities. This system is optimized for real-world applications using pruning and quantization techniques to reduce the model's size while ensuring efficient performance. It offers a scalable, reliable solution for diverse surveillance environments, significantly enhancing public safety through automated surveillance technology.
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Papers by Praneeth Naidu