AIMC Topic: Radiography, Panoramic

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Deep learning-based approach to third molar impaction analysis with clinical classifications.

Scientific reports Jul 3, 2025
This study developed a deep learning model for the automated detection and classification of impacted third molars using the Pell and Gregory Classification, Winter's Classification, and Pederson Difficulty Index. Panoramic radiographs of patients tr...
Humans Retrospective Studies Molar, Third Radiography, Panoramic Tooth, Impacted Female Male Deep Learning
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Performance of two different artificial intelligence models in dental implant planning among four different implant planning software: a comparative study.

BMC oral health Jul 2, 2025
BACKGROUND: The integration of artificial intelligence (AI) in dental implant planning has emerged as a transformative approach to enhance diagnostic accuracy and efficiency. This study aimed to evaluate the performance of two object detection models...
Patient Care Planning Radiography, Panoramic Dental Implants Humans Artificial Intelligence Software Cone-Beam Computed Tomography Image Processing, Computer-Assisted
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Mandibular condyle detection using deep learning and double attractor-based energy valley optimizer algorithm.

BMC oral health Jun 6, 2025
The temporomandibular joint (TMJ) constitutes a bilateral ginglymoarthrodial joint, wherein each condyle interacts with its corresponding glenoid fossa of the temporal bone. There is a critical need to understand better and accurately characterize th...
Radiography, Panoramic Temporomandibular Joint Mandibular Condyle Adult Male Deep Learning Algorithms Female Humans
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Artificial intelligence-based detection of dens invaginatus in panoramic radiographs.

BMC oral health Jun 5, 2025
OBJECTIVE: The aim of this study was to automatically detect teeth with dens invaginatus (DI) in panoramic radiographs using deep learning algorithms and to compare the success of the algorithms.
Deep Learning Radiography, Panoramic Dens in Dente Algorithms Sensitivity and Specificity Humans Artificial Intelligence
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Segmentation of airways and soft tissues on panoramic radiographs using artificial intelligence technology.

BMC oral health Jun 2, 2025
BACKGROUND: Segmentation of airways and soft tissues on panoramic radiographs is a challenging yet crucial task in dental diagnostics, as these regions can often be confused with fractures or other lesions due to superimposition. This study aimed to ...
Image Processing, Computer-Assisted Radiography, Panoramic Tongue Humans Artificial Intelligence Sensitivity and Specificity
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A Novel Artificial Intelligence Approach to Kennedy Classification for Partially Edentulous Patients Using Panoramic Radiographs.

The European journal of prosthodontics and restorative dentistry May 28, 2025
OBJECTIVES: This study aimed to develop an artificial intelligence system for automated classification of partially edentulous arches from panoramic radiographs using the Kennedy classification system and Applegate's rules, alongside identifying exis...
Humans Deep Learning Artificial Intelligence Radiography, Panoramic Jaw, Edentulous, Partially
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Automatic detection of developmental stages of molar teeth with deep learning.

BMC oral health Apr 1, 2025
BACKGROUND: The aim was to fully automate molar teeth developmental staging and to comprehensively analyze a wide range of deep learning models' performances for molar tooth germ detection on panoramic radiographs.
Humans Neural Networks, Computer Female Child, Preschool Male Young Adult Molar Child Deep Learning Adult Radiography, Panoramic Tooth Germ Adolescent
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AI Efficiency in Dentistry: Comparing Artificial Intelligence Systems with Human Practitioners in Assessing Several Periodontal Parameters.

Medicina (Kaunas, Lithuania) Mar 23, 2025
Artificial intelligence (AI) is increasingly used in healthcare, including dental and periodontal diagnostics, due to its ability to analyze complex datasets with speed and precision. This study aimed to evaluate the reliability of AI-assisted denta...
Male Female Humans Radiography, Panoramic Middle Aged Reproducibility of Results Artificial Intelligence Periodontal Diseases Adult Dentistry
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Automated classification of panoramic radiographs with inflammatory periapical lesions using a CNN-LSTM architecture.

Journal of dentistry Mar 16, 2025
OBJECTIVES: Considering Convolutional Neural Network (CNN) and Long Short-Term Memory (LSTM) network approaches have shown promising image classification performance, the aim of this study was to compare the performance of novel Convolutional Neural ...
Periapical Diseases Retrospective Studies ROC Curve Female Sensitivity and Specificity Humans Adult Area Under Curve Male Neural Networks, Computer Radiography, Panoramic Middle Aged
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Deep learning-based evaluation of panoramic radiographs for osteoporosis screening: a systematic review and meta-analysis.

BMC medical imaging Mar 12, 2025
BACKGROUND: Osteoporosis is a complex condition that drives research into its causes, diagnosis, treatment, and prevention, significantly affecting patients and healthcare providers in various aspects of life. Research is exploring orthopantomogram (...
Deep Learning Radiography, Panoramic Bone Density Osteoporosis Sensitivity and Specificity Humans
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