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Readout · Ocular Oncology
Complete
Deep Learning Classification of Uveal Melanoma and Metastatic Carcinoma on Cytospin Whole Slide Images
Objective
Automated classification of ocular tumour cytology slides using deep learning to reduce expert pathologist dependency.
Key Finding
MobileNetV2 achieves AUC 0.95, outperforming ViT and MIL frameworks across three preprocessing conditions.
Limitation
Single-centre dataset; external validation required before clinical deployment.