An automated approach to identifying offenders in Sri Lanka would be better than the current system. Obtaining information from eyewitnesses is one of the less reliable approaches and procedures still in use today. Automated criminal identification has the ability to save lives, notwithstanding Sri Lankan culture's lack of awareness of the issue. Using cutting-edge technology like biometrics to finish this task would be the most accurate strategy. The most notable outcomes will be obtained by applying fingerprint and face recognition as biometric techniques. The main responsibilities will be image optimization and criminality. CCTV footage may be used to identify a person's fingerprint, identify a person's face, and identify crimes involving weapons. Additionally, we unveil a notification system and condense the police report to Additionally, to make it simpler for police officers to understand the essential points of the crime, we develop a notification system and condense the police report. Additionally, if an incident involving a weapon is detected, an automated notice of the crime with all the relevant facts is sent to the closest police station. The summarization of the police report is what makes this the most original. In order to improve the efficacy of the overall image, the system will quickly and precisely identify the full crime scene, identify, and recognize the suspects using their faces and fingerprints, and detect firearms. This study provides a novel approach for crime prediction based on real-world data, and criminality incorporation. A crime or occurrence should be reported to the appropriate agencies, and the suggested web application should be improved further to offer a workable channel of communication.

翻译：斯里兰卡采用自动化方法识别罪犯将优于现有系统。从目击者获取信息是当前仍在使用且可靠性较低的方法之一。尽管斯里兰卡社会对此问题认知不足，但自动化罪犯识别系统具有挽救生命的潜力。运用指纹识别与面部识别等尖端生物识别技术完成此任务将是最精确的策略，其中指纹与人脸识别作为生物特征识别手段可获得最显著成效。主要职责在于图像优化与犯罪性特征提取。监控录像可用于提取指纹、识别人脸以及侦测涉及武器的犯罪行为。此外，我们开发了通知系统并对警方报告进行摘要处理，以帮助警务人员更便捷地掌握案件关键信息。当检测到涉及武器的事件时，系统将自动向最近警察局发送包含所有相关事实的犯罪通知。警方报告摘要功能是该系统最具原创性的特点。该系统将快速精准地识别完整犯罪现场，通过人脸与指纹识别嫌疑人，并侦测枪支武器，从而提升整体图像分析效能。本研究基于真实数据提出了犯罪预测新方法，并融入了犯罪性特征分析。犯罪事件应上报至相关机构，建议进一步优化该网络应用程序，以提供可行的沟通渠道。