Recent advancements in computer vision have revolutionized automated erythrocyte classification within hematology. Deep learning algorithms possess the ability to analyze microscopic images of erythrocytes with remarkable accuracy. These algorithms have been educated on large datasets with labeled erythrocyte images, enabling them which then distin