AIMC Topic: Mandibular Fractures

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Automated detection and classification of mandibular fractures on multislice spiral computed tomography using modified convolutional neural networks.

Oral surgery, oral medicine, oral pathology and oral radiology Aug 5, 2024
OBJECTIVE: To evaluate the performance of convolutional neural networks (CNNs) for the automated detection and classification of mandibular fractures on multislice spiral computed tomography (MSCT).
Humans Neural Networks, Computer Retrospective Studies Female Aged Adult Sensitivity and Specificity Male Middle Aged Adolescent Radiographic Image Interpretation, Computer-Assisted Multidetector Computed Tomography Tomography, Spiral Computed Mandibular Fractures
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Detecting Mandible Fractures in CBCT Scans Using a 3-Stage Neural Network.

Journal of dental research Jun 24, 2024
After nasal bone fractures, fractures of the mandible are the most frequently encountered injuries of the facial skeleton. Accurate identification of fracture locations is critical for effectively managing these injuries. To address this need, JawFra...
Humans Neural Networks, Computer Sensitivity and Specificity Cone-Beam Computed Tomography Imaging, Three-Dimensional Mandibular Fractures
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Detection of mandibular fractures on panoramic radiographs using deep learning.

Scientific reports Nov 15, 2022
Mandibular fractures are among the most frequent facial traumas in oral and maxillofacial surgery, accounting for 57% of cases. An accurate diagnosis and appropriate treatment plan are vital in achieving optimal re-establishment of occlusion, functio...
Humans Algorithms Deep Learning Area Under Curve Radiography, Panoramic Mandibular Fractures
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Assessment of deep convolutional neural network models for mandibular fracture detection in panoramic radiographs.

International journal of oral and maxillofacial surgery Apr 6, 2022
The aim of this study was to develop automated models for the identification and detection of mandibular fractures in panoramic radiographs using convolutional neural network (CNN) algorithms. A total of 1710 panoramic radiograph images from the year...
Humans Neural Networks, Computer Retrospective Studies Deep Learning Radiography, Panoramic Mandibular Fractures
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Performance of deep learning models constructed using panoramic radiographs from two hospitals to diagnose fractures of the mandibular condyle.

Dento maxillo facial radiology Mar 26, 2021
OBJECTIVE: The present study aimed to verify the classification performance of deep learning (DL) models for diagnosing fractures of the mandibular condyle on panoramic radiographs using data sets from two hospitals and to compare their internal and ...
Humans Hospitals Deep Learning ROC Curve Radiography, Panoramic Mandibular Condyle Mandibular Fractures
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Detection and classification of mandibular fractures in panoramic radiography using artificial intelligence.

Dento maxillo facial radiology Sep 1, 2024
OBJECTIVES: This study evaluated the performance of the YOLOv5 deep learning model in detecting different mandibular fracture types in panoramic images.
Humans Artificial Intelligence Algorithms Sensitivity and Specificity Deep Learning Radiography, Panoramic Mandibular Fractures
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