Introduction Artificial intelligence (AI) in video stream analysis has become a critical technology across industries such as security, traffic management, retail analytics, and smart cities.

Introduction Artificial Intelligence (AI) development demands a robust, scalable, and efficient computing environment. While various operating systems can support AI workflows, Linux remains the preferred

How AI Extracts Edges, Textures, and Shapes in Video Footage Feature extraction in AI-powered surveillance involves identifying critical visual elements that define an object or

Noise Reduction in AI-Based Video Surveillance In the realm of video surveillance, noise presents a significant challenge, particularly in low-light and infrared (IR) conditions. Surveillance

In modern surveillance systems, tracking pedestrian movement and reconstructing walking paths are crucial tasks that enable advanced security monitoring, crowd analytics, and anomaly detection. One

The field of computer vision has witnessed remarkable progress in object detection, fueled largely by the availability of high-quality datasets that enable model training and