A real time crime scene intelligent video surveillance systems in violence detection framework using deep learning techniques

•Currently tremendous growth is observed in research of surveillance system.•The surveillance cameras installed at various public places like offices, hospitals, schools, highways, etc.•This research proposed novel technique in detecting crime scene video surveillance system in real time violence detection using deep learning architectures.•Its purpose is to detect signals of hostility and violence in real time, allowing abnormalities to be distinguished from typical patterns.