Introduction
Classification of Alerts from CCTV Footage
Monitoring live CCTV footage in public areas is essential for public safety and security. Accurately detecting actions such as swinging a knife, carrying high-threat objects, or exhibiting unusual behavior that threatens others is crucial for safeguarding these spaces.
Challenges in Classification of Alerts from CCTV
Shortcomings to Address in Current Public Security Systems.
Inability to Distinguish Suspicious Behaviour
CCTV’s ability to recognize suspicious behavior in public places is hindered by rare incidents and limited data models, affecting its effectiveness.
Low Accuracy Detection for Suspicious Items
Limited data models in machine learning reduce the accuracy of detecting suspicious items in public transportation, posing security risks
Intrusion into Personal Privacy
The use of extensive surveillance raises issues related to privacy and ethical use of data. This is critical for sectors where the usage of recorded footages are heavily concerned due to privacy right
Sigmawave’s Solutions
Sigmawave Introduces the Use of Artificial Intelligence (AI) to Bolster Security and Public Safety Applications
Fully Customizable Visual Synthetic Data by Terra Builder for Precise Video Analytics
Terra Builder’s artificial data models revolutionize video analytics with 100% customizable, programmable visual synthetic data, precisely tailored for specific surveillance and monitoring scenarios with zero privacy implications
Development of Specialized Algorithms for Dynamic Behavioural and Object Detection
Object Detection: Develop specialized algorithms for behavioural and object detection, uniquely designed to identify rare behaviours and items, tailored for specific local transit systems and it use cases.
Severity-Based Alert Classification
Severity-based classification categorizes alerts into high (immediate threats like armed intrusions), medium (potential risks like unauthorized access), and low (minor incidents like loitering), guiding response urgency and allocation.
Benefits
Sigmawave’s Approach Yields Significant Benefits for Public Safety and Security
Increase Productivity for Admin and Security Personnel
With the Sigmawave solution enhancing detection accuracy, administrators and security personnel can allocate their time more efficiently to crucial and urgent tasks. This reduces the risk of human errors resulting from overlooking incidents, which could lead to severe damage or pose risks to any commuters
Minimization of Human Error Risks
The adoption of the proposed Classification Warning protocols by Sigmawave helps reduce the risk of human errors in detecting suspicious items in public transportation. Thus, it diminishes the likelihood of incidents that may cause damage or pose risks to commuters
Rapid Response to Security Threats
Improved coordination between CCTV and advanced technology through Sigmawave solutions enables faster responses to security threats. Consequently, it enhances overall public safety and mitigates the potential impact of security incidents