Automated unruptured cerebral aneurysms detection in TOF MR angiography images using dual-channel SE-3D UNet: a multi-center research.
Geng ChenBao YifangZhang JiajunWang DongdongZhou ZhiyongDi RuoyuDai BinPiao SirongGeng DaoyingChen MengDai YakangYu Xin LiPublished in: European radiology (2023)
• The need for automated cerebral aneurysms detecting is growing. • The strategy of equalized augmentation based on aneurysm location and dual-channel input could improve the model performance. • The retrospective multi-center study showed that the proposed automated cerebral aneurysms detection using dual-channel SE-3D UNet could achieve acceptable sensitivity while controlling a low false positive rate.
Keyphrases
- deep learning
- subarachnoid hemorrhage
- machine learning
- high throughput
- optical coherence tomography
- loop mediated isothermal amplification
- cerebral ischemia
- label free
- computed tomography
- convolutional neural network
- real time pcr
- coronary artery
- magnetic resonance imaging
- cross sectional
- middle cerebral artery
- ms ms
- cerebral blood flow
- internal carotid artery
- endovascular treatment
- sensitive detection