Recent advancements in computer vision have revolutionized automated erythrocyte classification in hematology. Deep learning algorithms possess the ability to analyze microscopic images for erythrocytes with remarkable accuracy. These algorithms learn on large datasets of labeled erythrocyte images, enabling them and thus distinguish between variou