Medical image analysis
A Multi-instance Learning Network with Prototype-instance Adversarial Contrastive for Cervix Pathology Grading.
Mingrui Ma, Furong Luo, Binlin Ma, Shuxian Liu, Xiaoyi Lv, Pan Huang
Published: 202510.1016/j.media.2025.103880
Abstract
The pathological grading of cervical squamous cell carcinoma (CSCC) is a fundamental and important index in tumor diagnosis. Pathologists tend to focus on single differentiation areas during the grading process. Existing multi-instance learning (MIL)…
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