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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. · 0 citations

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