Article

Comparative Analysis of Convolutional and Vision Transformer Models for Automated Leukocyte Classification Enhanced by Generative Color Augmentation

2025-11-06

Abstract excerpt

<title>Abstract</title> <p>Manual differential leukocyte counting is a critical but time-consuming and subjective process. This study provides a rigorous comparative analysis of You OnlyLook Once v11 (YOLOv11) and Vision Transformer (ViT) architectures for classifying 14 types of leukocytes and artifacts from a private clinical dataset. We also evaluated the impact of HistAuGAN, a data augmentation technique that...

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Literature Corpus work: 05e2a762-14f9-5a35-9d20-60d529fc460d
DOI: 10.21203/rs.3.rs-7926842/v1

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