Data description¶
Note: the relevant images are subject to copyright of the authors, and cannot be used elsewhere without permission.
For each clinical case, the provided data are:
- Pre-operative 3T MRI images, including Gadolinium-enhanced T1w and T2 FLAIR scans.
- Intra-operative Ultrasound (iUS) images, as a 3D volume covering the entire tumor region after craniotomy. Intra-operative ultrasound volumes at three surgical stages (pre-, during, and post-resection) are provided.
- Segmentations of brain tumours in pre-operative iUS and resection cavity in during- and post-resection iUS
All medical images used for the challenge were acquired for routine clinical care at St Olavs University Hospital (Trondheim, Norway), after patients gave their informed consent. The imaging data are available in both MINC-2 and NIFTI-1 formats and the segmentations are available in NIFTI-1 format. All images, MRI, iUS, and segmentations are in the same referential space.
Training dataset (23 cases)¶
The MRI and iUS scans of the training data have been released to the public previously as a dataset article in Medical Physics in 2017, and the 23 patients collection is named *REtroSpective Evaluation of Cerebral Tumors (RESECT). *Details can be found in the related publication:
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Y. Xiao, M. Fortin, G. Unsgård , H. Rivaz, and I. Reinertsen, “REtroSpective Evaluation of Cerebral Tumors (RESECT): a clinical database of pre-operative MRI and intra-operative ultrasound in low-grade glioma surgeries”. Medical Physics, Vol. 44(7), pp. 3875-3882, 2017.
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The dataset can be downloaded at the following address: https://archive.norstore.no/pages/public/datasetDetail.jsf?id=10.11582/2017.00004
The RESECT database contains iUS volumes obtained at different surgical stages: before, during and after tumor resection. Note that the patient IDs are not expected to be continuous.
The segmentation data (brain tumor and resection cavities), the RESECT-SEG dataset are provided in addition to the original RESECT database. Details can be found in the following preprint:
- B. Behboodi, F.X. Carton, M. Chabanas, S. De Ribaupierre, O. Solheim, B.K.R. Munkvold, H. Rivaz, Y. Xiao, I. Reinertsen, "RESECT-SEG: Open access annotations of intra-operative brain tumor ultrasound images," arXiv:2207.07494.
- The dataset (only segmentation data) can be downloaded at the following address: https://osf.io/6y4db
Images¶
For each clinical cases, the clinical scans are named:
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Pre-operative MRI: CaseXX-FLAIR.nii.gz and CaseXX-T1.nii.gz
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Intra-operative US, before resection: CaseXX-US-before.nii.gz
- Intra-operative US, during resection: CaseXX-US-during.nii.gz
- Intra-operative US, after resection: CaseXX-US-after.nii.gz
- *
Segmentation¶
For each clinical cases, the segmentation files are named:
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Pre-resection brain tumor in iUS: CaseXX-US-before-tumor.nii.gz
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During-section cavity: CaseXX-US-during-resection.nii.gz
- Post-resection cavity: CaseXX-US-after-resection.nii.gz