Development and evaluation of a deep learning-based model for simultaneous detection and localization of rib and clavicle fractures in trauma patients' chest radiographs.

Chi-Tung Cheng Ling-Wei KuoChun-Hsiang OuyangChi-Po HsuWei-Cheng LinChih-Yuan FuShih-Ching KangChien-Hung Liao

Published in: Trauma surgery & acute care open (2024)

The algorithm detects rib and clavicle fractures concomitantly in the CXR of trauma patients with high accuracy in locating lesions through heatmap visualization.

Keyphrases

trauma patients
deep learning
machine learning
convolutional neural network
artificial intelligence
loop mediated isothermal amplification
real time pcr
label free
quantum dots
neural network
sensitive detection