An advanced AI-powered computer vision system that uses multi-class segmentation to enable intelligent IoT-based automation. The solution performs real-time object detection and pixel-level classification, allowing embedded systems to analyze complex environments with high accuracy. Designed for smart monitoring and automation, it improves decision-making, operational efficiency, and autonomous system performance.