An artificial intelligence system using machine-learning for automatic detection and classification of dental restorations in panoramic radiography

R Abdalla-Aslan, T Yeshua, D Kabla, I Leichter… - Oral surgery, oral …, 2020 - Elsevier
Objectives The aim of this study was to develop a computer vision algorithm based on
artificial intelligence, designed to automatically detect and classify various dental …

Missing teeth and restoration detection using dental panoramic radiography based on transfer learning with CNNs

SL Chen, TY Chen, YC Huang, CA Chen… - IEEE …, 2022 - ieeexplore.ieee.org
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 …

[HTML][HTML] Numbering teeth in panoramic images: A novel method based on deep learning and heuristic algorithm

A Karaoglu, C Ozcan, A Pekince, Y Yasa - Engineering Science and …, 2023 - Elsevier
Dental problems are one of the most common health problems for people. To detect and
analyze these problems, dentists often use panoramic radiographs that show the entire …

Automatic semantic segmentation for dental restorations in panoramic radiography images using U‐Net model

F Oztekin, O Katar, F Sadak, M Aydogan… - … Journal of Imaging …, 2022 - Wiley Online Library
The automated segmentation of dental restorations is a critical step in diagnosing dental
problems and suggesting the best treatment. Some restorations may be missed during a …

Teeth and prostheses detection in dental panoramic X-rays using CNN-based object detector and a priori knowledge-based algorithm

MA Ali, D Fujita, S Kobashi - Scientific Reports, 2023 - nature.com
Deep learning techniques for automatically detecting teeth in dental X-rays have gained
popularity, providing valuable assistance to healthcare professionals. However, teeth …

Tooth restoration and dental work detection on panoramic dental images via CNN

A Gurses, AB Oktay - 2020 Medical Technologies Congress …, 2020 - ieeexplore.ieee.org
Automatic detection of dental work and type of restorations plays an important role for
human identification and creation of reports for dental treatment at clinics. In this study, we …

Quantitative level determination of fixed restorations on panoramic radiographs using deep learning

A Top, M Özdoğan, M Yeniad - International Journal of …, 2023 - avesis.aybu.edu.tr
Aim: Although many studies in various fields employ deep learning models, only a few such
studies exist in dental imaging. The present article aims to evaluate the effectiveness of …

Detection of dental restorations using no-code artificial intelligence

M Hamdan, Z Badr, J Bjork, R Saxe, F Malensek… - Journal of Dentistry, 2023 - Elsevier
Objectives The purpose of this study was to utilize a no-code computer vision platform to
develop, train, and evaluate a model specifically designed for segmenting dental …

Automatic categorization of medical documents in Afaan Oromo using ensemble machine learning techniques

EF Dinsa, M Das, TU Abebe, K Ramaswamy - Discover Applied Sciences, 2024 - Springer
Automatic medical document classification using machine learning techniques can enhance
the productivity of healthcare services by reducing processing time and cost. This work …

A Single-Stage Deep Learning Approach for Multiple Treatment and Diagnosis in Panoramic X-ray

NK Singh, M Faisal, S Hasan, G Goswami… - … Conference on Intelligent …, 2023 - Springer
This work investigates the recognition of multiple dental treatment and diagnosis conditions
in a full scan dental panoramic image. In this study, we proposed a single-stage oriented …