As embodied AI moves toward real-world applications, autonomous forklifts, AGVs/AMRs, autonomous container trucks, delivery equipment, robots, and other intelligent systems need to continuously perceive their surroundings. Embodied AI visual perception is evolving from basic image acquisition to surround vision, AI target detection, network video input, and multi-sensor collaboration. This article explores the perception needs of autonomous equipment across industrial manufacturing, warehouse logistics, smart ports, sanitation, and firefighting, and the roles of 360° surround view systems, AI cameras, IP cameras, and radar products.

STONKAM Truck Cargo Space Monitoring Camera uses AI to monitor cargo conditions, assess available space, and detect abnormal activity, helping truck fleets improve load utilization, streamline operations, strengthen cargo security, and reduce transportation costs.

Truck blind spot incidents can create recurring safety risks during turning, moving off, and low-speed manoeuvring. STONKAM truck AI Pedestrian & Vehicle detection camera systems combine real-time monitoring, AI pedestrian and vehicle detection, and active warning to help fleets strengthen blind spot protection, reduce collision risks, and support safer fleet operations.

STONKAM provides AI MDVR solutions for delivery trucks, combining multi-channel video recording, GPS tracking, ADAS/DMS/BSD/AVM safety functions, vehicle data, remote monitoring, and fleet platform integration to support incident investigation and delivery fleet management.

STONKAM Truck Driver Monitoring System (DMS) meets DDAW requirements, supporting commercial truck driving safety and regulatory compliance. It provides real-time driver status monitoring, fatigue and distraction detection, timely alerts and remote fleet management, helping truck fleets reduce preventable accidents, lower operational costs and improve safety management efficiency.

STONKAM AI Dashcam provides an intelligent safety solution for commercial trucks by integrating AI perception, active safety assistance, video monitoring, and video telematics technologies. Designed for long-haul trucks, delivery fleets, and commercial vehicle operations, it enables real-time risk detection, driver behavior analysis, and fleet visibility to support proactive safety management and more efficient fleet operations.