Missing Teeth and Restoration Detection Using Dental Panoramic Radiography Based on Transfer Learning With CNNs

• Main Authors: Chen, Shih-Lun, Chen, Tsung-Yi, Huang, Yen-Cheng, Chen, Chiung-An, Chou, He-Sheng, Huang, Ya-Yun, Lin, Wei-Chi, Li, Tzu-Chien, Yuan, Jia-Jun, Abu, Patricia Angela R
• Format: text
• Published: Archīum Ateneo 2022
• Subjects: Biomedical image; panoramic image; histogram equalization; flat-field correction; tooth segmentation; tooth position; CNN; transfer learning; Alexnet; GoogLeNet; Squeezenet; Computer Sciences; Dentistry; Medicine and Health Sciences; Physical Sciences and Mathematics
• Online Access: https://archium.ateneo.edu/discs-faculty-pubs/351; https://archium.ateneo.edu/cgi/viewcontent.cgi?article=1351&context=discs-faculty-pubs
• Institution: Ateneo De Manila University

Common dental diseases include caries, periodontitis, missing teeth and restorations. Dentists still use manual methods to judge and label lesions which is very time-consuming and highly repetitive. This research proposal uses artificial intelligence combined with image judgment technology for an im...