Aug 2026
CytoAL: Toward Label-Efficient Cytology Diagnosis via Cellularity-Guided Active Learning
Examining thyroid fine needle aspiration (FNA) can grade cancer risks, derive prognostic information, and guide follow-up care or surgery decision-making. However, thyroid cytology’s diagnostic cues are more dispersed compared with pathology images in other disciplines, making standard annotation strategy for AI diagno...
Jun-Chao Zhu, Yiqing Shen, Rui-Fei Du et al.
· IEEE Transactions on Image P... · 0 citations