AIMC Topic: Orbital Fractures

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Automatic detection of midfacial fractures in facial bone CT images using deep learning-based object detection models.

Journal of stomatology, oral and maxillofacial surgery May 13, 2024
BACKGROUND: Midfacial fractures are among the most frequent facial fractures. Surgery is recommended within 2 weeks of injury, but this time frame is often extended because the fracture is missed on diagnostic imaging in the busy emergency medicine s...
Humans Tomography, X-Ray Computed Deep Learning Skull Fractures Facial Bones Orbital Fractures
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Automatic orbital segmentation using deep learning-based 2D U-net and accuracy evaluation: A retrospective study.

Journal of cranio-maxillo-facial surgery : official publication of the European Association for Cranio-Maxillo-Facial Surgery Sep 28, 2023
The purpose of this study was to verify whether the accuracy of automatic segmentation (AS) of computed tomography (CT) images of fractured orbits using deep learning (DL) is sufficient for clinical application. In the surgery of orbital fractures, m...
Humans Algorithms Retrospective Studies Tomography, X-Ray Computed Deep Learning Image Processing, Computer-Assisted Orbital Fractures
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Evaluating the Accuracy and Reliability of Blowout Fracture Area Measurement Methods: A Review and the Potential Role of Artificial Intelligence.

The Journal of craniofacial surgery Jun 16, 2023
Blowout fractures are a common type of facial injury that requires accurate measurement of the fracture area for proper treatment planning. This systematic review aimed to summarize and evaluate the current methods for measuring blowout fracture area...
Humans Artificial Intelligence Tomography, X-Ray Computed Clinical Decision-Making Reproducibility of Results Orbital Fractures
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