In the diagnosis and differentiation of artificial intelligence and pulmonary nodules, it is considered that artificial intelligence has great advantages in assisting doctors to identify pulmonary nodules, and it is of great value in judging benign and malignant pulmonary nodules in follow-up. Multi-modal information of lung cancer diagnosis technology can obtain more accurate lung cancer diagnosis effect; Three-dimensional reconstruction technology based on artificial intelligence is of great significance for improving the safety and accuracy of surgery. It only takes tens of seconds to "read the film", and doctors may have to "learn" from the machine.

AI products for pulmonary nodules have a good clinical effect. The combination of doctors and AI tools can basically achieve no missed diagnosis, especially for small nodules below 6 mm, so that people can feel the convenience and peace of mind brought by AI imaging system, while constantly exploring the infinite possibilities of "medical treatment+artificial intelligence", building a new ecology of smart medical care with the industry, making medical care more efficient, safer and more accessible, and making value-oriented precision medical care benefit everyone.

Of course, there are still some loopholes in artificial intelligence using target detection to watch movies. The false negative rate of detection of sub-solid nodules is high, and it is still necessary to read the film manually to confirm it, so as to reduce the missed diagnosis. Artificial intelligence technology can provide auxiliary reference for clinical diagnosis in differentiating benign from malignant pulmonary nodules, but its accuracy cannot replace manual work. But in any case, this large-scale research has promoted the medical AI to enter the clinical application.