The domain of medical diagnosis is continuously evolving from the integration of artificial intelligence (AI). One particularly significant application lies in the automatic classification of red blood cells, a crucial task for pinpointing various hematological disorders. AI algorithms, trained on large datasets of red blood cell images, can precis