Towards a Second Brain Images of Tumours for Evaluation (BITE2) Database

被引:3
|
作者
Gerard, I. J. [1 ]
Couturier, C. [2 ]
Kersten-Oertel, M. [1 ]
Drouin, S. [1 ]
De Nigris, D. [3 ]
Hall, J. A. [2 ]
Mok, K. [1 ]
Petrecca, K. [2 ]
Arbel, T. [1 ,3 ]
Collins, D. L. [1 ,2 ,3 ]
机构
[1] McGill Univ, MNI, McConnell Brain Imaging Ctr, Montreal, PQ, Canada
[2] McGill Univ, Dept Neurol & Neurosurg, Montreal, PQ, Canada
[3] McGill Univ, Ctr Intelligent Machines, Montreal, PQ, Canada
关键词
Database; Validation; Medical imaging; Intra-operative ultrasound; MAGNETIC-RESONANCE IMAGES; ULTRASOUND;
D O I
10.1007/978-3-319-55524-9_2
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
One of the main challenges facing members of the medical imaging community is the lack of real clinical cases and ground truth datasets with which to validate new registration, segmentation, and other image processing algorithms. In this work we present a collection of data from tumour patients acquired at the Montreal Neurological Institute and Hospital that will be released as a publicly available dataset to the image processing community. The database is comprised of 9 patient data sets, in its initial release, that consist of a preoperative and postoperative, gadolinium enhanced T1w MRI, pre-and post-resection tracked intra-operative ultrasound slices and volumes, expert tumour segmentations following the BRATS benchmark, and intra-operative ultrasound with/and MRI registration validation target points. This database extends the already widely used BITE database by improving the quality of registration validation and the variety of data being made available. By including addition features such as expert tumour segmentations, the database will appeal to a broader spectrum of image processing researchers and be useful for validating a wider range of techniques for image-guided neurosurgery.
引用
收藏
页码:16 / 22
页数:7
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