AirwayDisNetPublic: A Deep Learning Framework for Difficult Airway Recognition

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Authors: Chunmeng Fu, Cunyuan Luan, Wenfei Wang, Bing Ding, X. Edward Zhou, Yuanfang Jia, Li Yuan, Lei Zhang, Huabo Liu, Zejun Niu
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Abstract

AirwayDisNetPublic is a deep learning–based research framework for airway management. It aims to achieve intelligent recognition and decision support for difficult airways through the integration of multi-plane ultrasound imaging models.The core concept introduces a new “Two-Models-Three-Steps” deep learning–driven strategy to combine features from multiple ultrasound planes for improved prediction accuracy.

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
3 January 2026