Published: 29 Jul 2024
Mirror, Mirror on the Wall: Automating Dental Smile Analysis with AI in Smart Mirrors
Volume 1
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Mariia Baidachna
2828197b@student.gla.ac.uk -
Haneen Fatima
h.fatima.1@research.gla.ac.uk
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Rahaf Omran
rahaf.omran@hotmail.com -
Nour Ghadban
nour.ghadban@glasgow.ac.uk -
Muhammad Ali Imran
muhammad.imran@glasgow.ac.uk -
Ahmad Taha
ahmad.taha@glasgow.ac.uk -
Lina Mohjazi
lina.mohjazi@glasgow.ac.uk
This paper presents a smart diagnostic framework for dental smile analysis. To accurately and efficiently identify esthetic issues from a single image of a smile, a convolutional neural network (CNN) was trained. To overcome the limitations of scarce data, a diffusion model was employed to generate dental smile images in addition to manually curated data. The CNN was trained and evaluated on three datasets: all real images, all generated images,..