“In the field of intelligent construction, researchers have compared the design capabilities of data-driven and physics enhanced data-driven methods in detail through deep generative algorithms and case analysis, and verified the positive correlation between computer vision based evaluation and mechanical analysis based evaluation methods. The results indicate that the physical enhanced data-driven method has more stable design performance and basically eliminates the constraints of data quality and quantity; The rationality threshold based on the computer vision comprehensive evaluation index SCV is 0.5, corresponding to a mechanical performance difference of about 10%.”