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