The dataset has been done at Gilan University of Medical Sciences. It included 210 clinical images of oral mucosa, 154 images of which were related to the three studied lesions: 50 cases of erosive lichen planus and ulcerative, 53 cases of leukoplakia, 51 cases of oral SCC, and 56 images were related to healthy mucosa. The dataset contained 30 features.