【A Cervical Cell Classification Model: Assessing the Effect of Cellular Overlap】
#论文发表# #宫颈癌筛查# #细胞分类# #深度学习#

Classifying cells is a basic procedure in diagnosing diseases and biomedical studies especially during pathological evaluation on such diseases as cervical cancer, where correct characterization of malignancy grade of the cells is paramount. However, the prevalent overlapping phenomenon of cervical cells in clinical samples constitutes a primary barrier limiting the application of deep learning classification models in cervical cancer screening. This study employs the YOLO11l-cls model to systematically investigate and quantify the effects of cellular overlap on cervical cytology classification through comparative experiments.

DOI: 10.4236/jilsa.2026.183013
http://t.cn/AXof5WQw