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Biomedical Engineering and Bioengineering Commons

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Bioimaging and Biomedical Optics

Washington University in St. Louis

Theses/Dissertations

2021

Cochlear Implant Surgery

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Full-Text Articles in Biomedical Engineering and Bioengineering

Using Computer Vision To Track Anatomical Structures During Cochlear Implant Surgery, Nicholas Bach Aug 2021

Using Computer Vision To Track Anatomical Structures During Cochlear Implant Surgery, Nicholas Bach

McKelvey School of Engineering Theses & Dissertations

There is a steep learning curve for surgeons performing cochlear implant surgeries. We aimed to use computer vision to track anatomical features with the goal of helping surgeons perform cochlear implant surgery without damaging the cochlea. We compared nine algorithms in total, seven object tracking algorithms and two optical flow algorithms utilizing the LucasKanade method, on manually created cochlear implant surgery videos to determine the accuracy associated with each. Compared with eight other algorithms, we observed that an iterative pyramidal implementation of the Lucas-Kanade (IPLK) method, implemented through OpenCV, performed the best. The IPLK method had the lowest error rate …