The field of medical diagnosis is continuously progressing from the adoption of artificial intelligence (AI). One particularly significant application lies in the automated classification of red blood cells, a crucial task for identifying various blood-related disorders. AI algorithms, educated on comprehensive datasets of red blood cell images, ca