In the foreseeable future, advanced visual perception systems centered on intelligent cameras will evolve into the core foundational framework that empowers autonomous machines, ranging from industrial collaborative robots, self-driving vehicles to service automation devices, to accurately perceive surrounding environments, identify dynamic scenarios, and make real-time, data-driven decisions for subsequent optimized actions. This transformative technology will redefine human-machine interaction