WiMi successfully balances lightweight design and high performance by effectively integrating quantum modules into U-Net architecture. This breakthrough enables a significant reduction in size and weight while enhancing functionality. This innovative approach has resulted in a performance increase of up to 30%, allowing for faster processing speeds with up to 50% reduced energy consumption. The integration of quantum modules has also led to improved scalability, with a potential for handling up to 100 terabytes of data. This development marks a major advancement in quantum technology applications, paving the way for more efficient and powerful computing systems.