Trials / Recruiting
RecruitingNCT06726551
AI Recognition of Important Structures in Otolaryngological Surgery
- Status
- Recruiting
- Phase
- —
- Study type
- Observational
- Enrollment
- 1,000 (estimated)
- Sponsor
- Sun Yat-Sen Memorial Hospital of Sun Yat-Sen University · Academic / Other
- Sex
- All
- Age
- 6 Months – 100 Years
- Healthy volunteers
- Not accepted
Summary
Developing a system for artificial intelligence to recognize anatomical landmarks in otolaryngological surgery, enabling real-time tracking of critical temporal bone structures during surgery.
Detailed description
Take the example of the Al recognition and prediction of the incus, external semicircular canal, facial nerve, and facial nerve recess. Within the defined surgical area, annotated data points are utilized to identify and segment the incus and the lateral semicircular canal based on their relative positions and angles concerning the posterior wall of the external auditory canal and the surrounding tissues. Detailed descriptions of the incus and lateral semicircular canal within the surgical area include: Incus: The incus is a small anvil-shaped bone located in the middle ear. It connects to the malleus laterally and the stapes medially. Identifying the incus accurately is crucial due to its proximity to the facial nerve and its involvement in the ossicular chain that transmits sound vibrations. Lateral Semicircular Canal: This is one of the three semicircular canals in the inner ear, oriented horizontally. It is involved in detecting rotational movements of the head. Proper identification is necessary to avoid damaging the canal, which could result in vertigo or balance issues. Input features include further contrast adjustment and localized magnification of images. The enhanced images are classified and localized using the trained model, and the consistency of multiple frames is utilized to determine the final positions of the facial nerve and the facial recess. Statistical analysis is conducted to predict the positions of the facial recess relative to the incus and lateral semicircular canal, providing reference information for surgeons. The system continuously monitors changes in the surgical area, offering dynamic feedback and optimizing the model's accuracy and robustness through incremental training.
Conditions
- Otolaryngological Diseases Requiring Mastoidectomy
- Middle Ear Surgery, Endolymphatic Sac Surgery, Cochlear Implant, Labyrinthectomy, Petrous Apex Lesions, Facial Nerve Surgery, and Lateral Skull Base Tumors
Timeline
- Start date
- 2020-01-01
- Primary completion
- 2026-08-30
- Completion
- 2026-08-30
- First posted
- 2024-12-10
- Last updated
- 2024-12-10
Locations
1 site across 1 country: China
Source: ClinicalTrials.gov record NCT06726551. Inclusion in this directory is not an endorsement.