DABS-LS: Deep Atlas-Based Segmentation Using Regional Level Set Self-Supervision

arXiv:2402.10425v1 Announce Type: cross
Abstract: Cochlear implants (CIs) are neural prosthetics used to treat patients with severe-to-profound hearing loss. Patient-specific modeling of CI stimulation of the auditory nerve fiber (ANFs) can help audiologists improve the CI programming. These models require localization of the ANFs relative to surrounding anatomy and the CI. Localization is challenging because the ANFs are so small they are not directly visible in clinical imaging. In this work, we hypothesize the position of the ANFs can be …

abstract arxiv atlas cs.cv cs.lg eess.iv hearing localization loss modeling patient patients programming regional segmentation set supervision type