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.