Application of Convolutional Neural Networks for Periodontal Disease Diagnosis Program Development

Background: Advances in machine learning have facilitated the development of automated diagnostic systems in medicine. Periodontal disease, a common condition in adults, requires early diagnosis and treatment. This study investigates the use of convolutional neural networks (CNNs) for automated image analysis to support periodontal disease diagnosis.