This dataset contains 6 Pap smear images categorized according to the Bethesda System as Negative for Intraepithelial Lesion or Malignancy (NILM). The collection includes cytological variants such as yeast/fungal infections, endocervical cells, normal intermediate cells, bacteria), and inflammation with neutrophils. All images were captured at x40. This image bank was developed to support undergraduate training in cervical cytology at Kwame Nkrumah University of Science and Technology, Ghana.