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.

Mining trucks, haul trucks, wheel loaders, and excavators face blind-spot risks in complex mining environments. STONKAM 360 Around View Monitoring System combines panoramic imaging, AI detection, radar integration, and remote management to improve situational awareness, support mining collision avoidance, and enhance fleet safety management.

STONKAM 360 around view system combines dual AI processing cores and 2 TOPS computing power with AI pedestrian and vehicle detection, BSD, FCW, and LDW. It transforms 360° visual information into intelligent perception, risk assessment, and active safety warnings for trucks, buses, forklifts, construction and agricultural machinery.

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.