In conclusion, 1745 lesions and 67 features were compared between pneumonia patients with and without COVID-19. Thirty-five features were significantly different between the two groups. A diagnostic model with AUC as high as 0.986 was developed and validated both in the primary and in the validation cohorts, which may help improve the COVID-19 diagnosis.