In recent years, humanoid robots, as outstanding representatives of artificial intelligence technology in the physical world, are gradually demonstrating their enormous potential and value. With the rapid development of general large-scale models, humanoid robots have gained unprecedented generalization ability, pushing the entire industry into the initial stage of commercialization. The vast prospects in this field have attracted the attention of…