6. Conclusion
Our findings demonstrated that combining semantic segmentation with classification networks could effectively distinguish between patients with ECRS and NECRS based on preoperative sinus CT images. This may facilitate preoperative prediction of postoperative recurrence and selection of optimal treatment strategies. Moreover, labeling each patient to build a dataset for classification may be more reliable than labeling individual images.