AIMC Topic: Facial Nerve

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Sex estimation with parameters of the facial canal by computed tomography using machine learning algorithms and artificial neural networks.

BMC medical imaging Jul 18, 2025
BACKGROUND: The skull is highly durable and plays a significant role in sex determination as one of the most dimorphic bones. The facial canal (FC), a clinically significant canal within the temporal bone, houses the facial nerve. This study aims to ...
Humans Sex Determination by Skeleton Facial Nerve Temporal Bone Adult Male Middle Aged Neural Networks, Computer Machine Learning Female Algorithms Aged Retrospective Studies Young Adult Tomography, X-Ray Computed
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Automated facial nerve identification in microsurgery with an improved unet.

Journal of robotic surgery Jul 6, 2025
To develop a deep-learning model that improves the segmentation and detection of Facial Nerve in microsurgery, thereby increasing surgical precision and safety. We collected videos from 25 patients undergoing facial nerve decompression microsurgery. ...
Robotic Surgical Procedures Facial Nerve Humans Deep Learning Microsurgery
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Prediction of facial nerve outcomes after surgery for vestibular schwannoma using machine learning-based models: a systematic review and meta-analysis.

Neurosurgical review Jan 24, 2025
Postoperative facial nerve (FN) dysfunction is associated with a significant impact on the quality of life of patients and can result in psychological stress and disorders such as depression and social isolation. Preoperative prediction of FN outcome...
Humans Machine Learning Postoperative Complications Treatment Outcome Facial Nerve Injuries Neurosurgical Procedures Facial Nerve Neuroma, Acoustic
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An Open-Source, User-Friendly Machine-Learning Method for Automated Segmentation and Analysis of Peripheral Nerve Cross-Sections.

Plastic and reconstructive surgery Jan 22, 2025
BACKGROUND: Quantitative neuromorphometric analysis of the peripheral nerve is paramount to nerve regeneration research. However, this technique relies upon accurate segmentation and determination of myelin and axonal area. Manual histologic analysis...
Machine Learning Software Reproducibility of Results Myelin Sheath Axons Animals Facial Nerve Image Processing, Computer-Assisted Rats
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Development and application of explainable artificial intelligence using machine learning classification for long-term facial nerve function after vestibular schwannoma surgery.

Journal of neuro-oncology Oct 11, 2024
PURPOSE: Vestibular schwannomas (VSs) represent the most common cerebellopontine angle tumors, posing a challenge in preserving facial nerve (FN) function during surgery. We employed the Extreme Gradient Boosting machine learning classifier to predic...
Facial Nerve Injuries Neurosurgical Procedures Facial Nerve Neuroma, Acoustic Middle Aged Follow-Up Studies Machine Learning Retrospective Studies Humans Female Aged Artificial Intelligence Adult Male
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Deep Learning for the Assessment of Facial Nerve Palsy: Opportunities and Challenges.

Facial plastic surgery : FPS Jun 8, 2023
Automated evaluation of facial palsy using machine learning offers a promising solution to the limitations of current assessment methods, which can be time-consuming, labor-intensive, and subject to clinician bias. Deep learning-driven systems have t...
Facial Paralysis Facial Nerve Artificial Intelligence Deep Learning Anatomic Landmarks Humans
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Development and Validation of a Deep Learning Predictive Model Combining Clinical and Radiomic Features for Short-Term Postoperative Facial Nerve Function in Acoustic Neuroma Patients.

Current medical science Apr 14, 2023
OBJECTIVE: This study aims to construct and validate a predictable deep learning model associated with clinical data and multi-sequence magnetic resonance imaging (MRI) for short-term postoperative facial nerve function in patients with acoustic neur...
Neuroma, Acoustic Deep Learning Humans Magnetic Resonance Imaging Prognosis Facial Nerve
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Towards accurate facial nerve segmentation with decoupling optimization.

Physics in medicine and biology Mar 11, 2022
Robotic cochlear implantation is an effective way to restore the hearing of hearing-impaired patients, and facial nerve recognition is the key to the operation. However, accurate facial nerve segmentation is a challenging task, mainly for two key iss...
Robotics Facial Nerve Hearing Humans Neural Networks, Computer Pyramidal Tracts
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Artificial intelligence in detection and segmentation of internal auditory canal and its nerves using deep learning techniques.

International journal of computer assisted radiology and surgery Sep 22, 2020
PURPOSE: Artificial intelligence (AI) in medical imaging is a burgeoning topic that involves the interpretation of complex image structures. The recent advancements in deep learning techniques increase the computational powers to extract vital featur...
Child Artificial Intelligence Facial Nerve Magnetic Resonance Imaging Adult Humans Ear, Inner Cochlear Nerve Deep Learning Neural Networks, Computer Vestibular Nerve
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A fully automatic radiomics pipeline for postoperative facial nerve function prediction of vestibular schwannoma.

Neuroscience May 14, 2025
Vestibular schwannoma (VS) is the most prevalent intracranial schwannoma. Surgery is one of the options for the treatment of VS, with the preservation of facial nerve (FN) function being the primary objective. Therefore, postoperative FN function pre...
Magnetic Resonance Imaging Facial Nerve Neuroma, Acoustic Male Middle Aged Deep Learning Humans Neural Networks, Computer Female Adult Radiomics
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