Collaborative deep learning model for tooth segmentation and identification using panoramic radiographs
Panoramic radiographs are an integral part of effective dental treatment planning,
supporting dentists in identifying impacted teeth, infections, malignancies, and other dental …
supporting dentists in identifying impacted teeth, infections, malignancies, and other dental …
Deep learning-based tooth segmentation methods in medical imaging: A review
Deep learning approaches for tooth segmentation employ convolutional neural networks
(CNNs) or Transformers to derive tooth feature maps from extensive training datasets. Tooth …
(CNNs) or Transformers to derive tooth feature maps from extensive training datasets. Tooth …
Automatic dental biofilm detection based on deep learning
KM Andrade, BPM Silva… - Journal of Clinical …, 2023 - Wiley Online Library
Aim To estimate the automated biofilm detection capacity of the U‐Net neural network on
tooth images. Materials and Methods Two datasets of intra‐oral photographs taken in the …
tooth images. Materials and Methods Two datasets of intra‐oral photographs taken in the …
[HTML][HTML] i-Dent: A virtual assistant to diagnose rare genetic dental diseases
H Kadi, M Kawczynski, S Bendjama, JZ Flores… - Computers in Biology …, 2024 - Elsevier
Rare genetic diseases are difficult to diagnose and this translates in patient's diagnostic
odyssey! This is particularly true for more than 900 rare diseases including orodental …
odyssey! This is particularly true for more than 900 rare diseases including orodental …
Spatial Prior-Guided Bi-Directional Cross-Attention Transformers for Tooth Instance Segmentation
Tooth instance segmentation of dental panoramic X-ray images represents a task of
significant clinical importance. Teeth demonstrate symmetry within the upper and lower …
significant clinical importance. Teeth demonstrate symmetry within the upper and lower …
Boosting research on dental panoramic radiographs: a challenging data set, baselines, and a task central online platform for benchmark
BPM Silva, LB Pinheiro, BPP Sobrinho… - Computer Methods in …, 2023 - Taylor & Francis
We address in this study the construction of a public data set of dental panoramic
radiographs. Our objects of interest are the teeth, which are segmented and numbered. We …
radiographs. Our objects of interest are the teeth, which are segmented and numbered. We …
YOLO-V5 based deep learning approach for tooth detection and segmentation on pediatric panoramic radiographs in mixed dentition
B Beser, T Reis, MN Berber, E Topaloglu, E Gungor… - BMC medical …, 2024 - Springer
Objectives In the interpretation of panoramic radiographs (PRs), the identification and
numbering of teeth is an important part of the correct diagnosis. This study evaluates the …
numbering of teeth is an important part of the correct diagnosis. This study evaluates the …
[HTML][HTML] A novel collaborative learning model for mixed dentition and fillings segmentation in panoramic radiographs
Introduction It is critical for dentists to identify and differentiate primary and permanent teeth,
fillings, dental restorations and areas with pathological findings when reviewing dental …
fillings, dental restorations and areas with pathological findings when reviewing dental …
Autonomous dental treatment planning on panoramic x-ray using deep learning based object detection algorithm
F Rashidi Ranjbar, A Zamanifar - Multimedia Tools and Applications, 2024 - Springer
The first stage of digestion starts from the mouth. If the teeth are not in good health, they may
affect the person's eating and cause a disturbance in the digestive system. In addition …
affect the person's eating and cause a disturbance in the digestive system. In addition …
Ai-aided diagnosis of oral X-ray images of periapical films based on deep learning
L Gao, T Xu, M Liu, J Jin, L Peng, X Zhao, J Li, M Yang… - Displays, 2024 - Elsevier
Oral X-ray images provide a useful technical means by which dentists examine teeth for
dental problems, but the diagnostic process is defective due to its over-reliance on dentists' …
dental problems, but the diagnostic process is defective due to its over-reliance on dentists' …