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Automated segmentation of intracranial hemorrhages from 3D CT

2022-09-21 20:37:32
Md Mahfuzur Rahman Siddiquee, Dong Yang, Yufan He, Daguang Xu, Andriy Myronenko
arXiv_CV
     
Abstract

Intracranial hemorrhage segmentation challenge (INSTANCE 2022) offers a platform for researchers to compare their solutions to segmentation of hemorrhage stroke regions from 3D CTs. In this work, we describe our solution to INSTANCE 2022. We use a 2D segmentation network, SegResNet from MONAI, operating slice-wise without resampling. The final submission is an ensemble of 18 models. Our solution (team name NVAUTO) achieves the top place in terms of Dice metric (0.721), and overall rank 2. It is implemented with Auto3DSeg.

Abstract (translated)

URL

https://arxiv.org/abs/2209.10648

PDF

https://arxiv.org/pdf/2209.10648.pdf

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