Tuning Medical Foundation Models for Inner Ear Temporal CT Analysis with Plug-and-play Domain Knowledge Aggregator

Weixun Wan; Xinyang Jiang; Zilong Wang; Bei Li; Cairong Zhao

AAAI 2026technical0 citations

Tuning Medical Foundation Models for Inner Ear Temporal CT Analysis with Plug-and-play Domain Knowledge Aggregator

Weixun Wan, Xinyang Jiang, Zilong Wang, Bei Li, Cairong Zhao

Abstract

High-resolution computed tomography (CT) is essential for diagnosing hearing loss and planning interventions such as cochlear implantation, as it provides detailed visualization of inner-ear anatomy. This paper focuses on advancing AI-based analysis of inner-ear CT scans to support clinical decision-making. However, a major challenge lies in the scarcity of annotated data, which limits the applicability of conventional supervised learning techniques. To address this, we present the first publicly available Children

BibTeX

@inproceedings{aaai2026_tuningmedicalfou,
  title = {Tuning Medical Foundation Models for Inner Ear Temporal CT Analysis with Plug-and-play Domain Knowledge Aggregator},
  author = {Weixun Wan and Xinyang Jiang and Zilong Wang and Bei Li and Cairong Zhao},
  booktitle = {AAAI 2026},
  year = {2026}
}