Addressing the three major challenges in intelligent mining—poor visibility, measurement limitations, and inaccurate judgment—this system employs new technologies such as dust-resistant design, depth perception, and dual-view imaging. Through depth sensing, intelligent alerts, and AI measurement, it reconstructs the intelligent video system, achieving a comprehensive upgrade from “video monitoring” to “alert identification” and from “intelligent video” to “parameter measurement.” The system comprises intelligent multi-lens cameras, pan-tilt cameras, dual-view thermal imaging cameras, Smart Measurement·Sharp Vision instruments, and intelligent power supply units. It features plug-and-play functionality, edge AI processing, time-sensitive networking, and cluster management capabilities, enabling precise operations in complex environments.