AIMC Topic: Paranasal Sinus Diseases

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Development of a machine learning-based predictive model for maxillary sinus cysts and exploration of clustering patterns.

Head & face medicine Mar 12, 2025
BACKGROUND AND OBJECTIVE: There are still many controversies about the factors influencing maxillary sinus cysts and their clinical management. This study aims to construct a prediction model of maxillary sinus cyst and explore its clustering pattern...
Humans Machine Learning Female Risk Factors Aged Young Adult Adult Male Middle Aged Adolescent Cone-Beam Computed Tomography Cluster Analysis Cysts Maxillary Sinus Paranasal Sinus Diseases
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Enhancing paranasal sinus disease detection with AutoML: efficient AI development and evaluation via magnetic resonance imaging.

European archives of oto-rhino-laryngology : official journal of the European Federation of Oto-Rhino-Laryngological Societies (EUFOS) : affiliated with the German Society for Oto-Rhino-Laryngology - Head and Neck Surgery Jan 10, 2024
PURPOSE: Artificial intelligence (AI) in the form of automated machine learning (AutoML) offers a new potential breakthrough to overcome the barrier of entry for non-technically trained physicians. A Clinical Decision Support System (CDSS) for screen...
Humans Artificial Intelligence Machine Learning Magnetic Resonance Imaging Head Paranasal Sinus Diseases
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Performance of artificial intelligence in evaluating maxillary sinus mucosal alterations in imaging examinations: systematic review.

Dento maxillo facial radiology Jul 1, 2025
OBJECTIVES: This systematic review aimed to assess the performance of artificial intelligence (AI) in the evaluation of maxillary sinus mucosal alterations in imaging examinations compared to human analysis.
Humans Artificial Intelligence Maxillary Sinus Nasal Mucosa Paranasal Sinus Diseases
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Accuracy of a Cascade Network for Semi-Supervised Maxillary Sinus Detection and Sinus Cyst Classification.

Clinical implant dentistry and related research Feb 1, 2025
OBJECTIVE: Maxillary sinus mucosal cysts represent prevalent oral and maxillofacial diseases, and their precise diagnosis is essential for surgical planning in maxillary sinus floor elevation. This study aimed to develop a deep learning-based pipelin...
Humans Neural Networks, Computer Deep Learning Cone-Beam Computed Tomography Cysts Maxillary Sinus Paranasal Sinus Diseases
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Deep learning in the diagnosis of maxillary sinus diseases: a systematic review.

Dento maxillo facial radiology Sep 1, 2024
OBJECTIVES: To assess the performance of deep learning (DL) in the detection, classification, and segmentation of maxillary sinus diseases.
Humans Algorithms Deep Learning Maxillary Sinus Paranasal Sinus Diseases
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Machine learning framework for simulation of artifacts in paranasal sinuses diagnosis using CT images.

Journal of X-ray science and technology Jan 1, 2024
In the medical field, diagnostic tools that make use of deep neural networks have reached a level of performance never before seen. A proper diagnosis of a patient's condition is crucial in modern medicine since it determines whether or not the patie...
Humans Machine Learning Algorithms Tomography, X-Ray Computed Image Processing, Computer-Assisted Paranasal Sinuses Artifacts Paranasal Sinus Diseases
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