Open access
Jul 2026
Deep Learning-Based Multi-Class Body Fluid Cell Type Classification: A Comparative Evaluation of Image Enhancement Techniques
Class-wise results showed strong performance for distinct cell types, while macrophages, monocytes, and lymphocytes remained challenging, and selected enhancement techniques offer modest improvements, but effectiveness depends on model architecture and data characteristics.
Tanatorn Tanantong, Kanyarat Kanchanaphayak, Nittaya Chemkomnerd et al.
· BioMedInformatics · 0 citations