The domain of medical diagnosis is continuously evolving from the implementation of artificial intelligence (AI). One particularly noteworthy application lies in the automated classification of red blood cells, a crucial task for detecting various hematological disorders. AI algorithms, trained on comprehensive datasets of red blood cell images, ca