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杜克肝脏数据集:一个可公开获取的肝脏MRI数据集,带有肝脏分割掩码和系列标签。

Duke Liver Dataset: A Publicly Available Liver MRI Dataset with Liver Segmentation Masks and Series Labels.

作者信息

Macdonald Jacob A, Zhu Zhe, Konkel Brandon, Mazurowski Maciej A, Wiggins Walter F, Bashir Mustafa R

机构信息

From the Department of Radiology (J.A.M., Z.Z., B.K., M.A.M., W.F.W., M.R.B.), Department of Electrical and Computer Engineering (M.A.M.), Department of Computer Science (M.A.M.), Center for Advanced Magnetic Resonance Development (M.R.B.), and Division of Gastroenterology, Department of Medicine (M.R.B.), Duke University, 2301 Erwin Rd, Durham, NC 27710.

出版信息

Radiol Artif Intell. 2023 Jul 26;5(5):e220275. doi: 10.1148/ryai.220275. eCollection 2023 Sep.

Abstract

The Duke Liver Dataset contains 2146 abdominal MRI series from 105 patients, including a majority with cirrhotic features, and 310 image series with corresponding manually segmented liver masks.

摘要

杜克肝脏数据集包含来自105名患者的2146个腹部MRI序列,其中大多数具有肝硬化特征,以及310个带有相应手动分割肝脏掩码的图像序列。

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本文引用的文献

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The Liver Tumor Segmentation Benchmark (LiTS).肝脏肿瘤分割基准(LiTS)。
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3D Pyramid Pooling Network for Abdominal MRI Series Classification.三维金字塔池化网络在腹部 MRI 序列分类中的应用。
IEEE Trans Pattern Anal Mach Intell. 2022 Apr;44(4):1688-1698. doi: 10.1109/TPAMI.2020.3033990. Epub 2022 Mar 4.
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Liver segmentation: indications, techniques and future directions.肝脏分割:适应症、技术及未来方向。
Insights Imaging. 2017 Aug;8(4):377-392. doi: 10.1007/s13244-017-0558-1. Epub 2017 Jun 14.

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