Brain MRI Screening Tool

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This publication doesn't include Institute of Computer Science. It includes Faculty of Informatics. Official publication website can be found on muni.cz.
Authors

STOKLASA Roman STATHOPOULOS Ioannis

Year of publication 2024
Type Software
MU Faculty or unit

Faculty of Informatics

web https://cbia.fi.muni.cz/software/mri-brain-screening-tool.html
Description We are presenting an automatic brain MRI Screening Tool, and we are demonstrating its capabilities for detecting tumor-like pathologies. It is the first version on the path toward a robust multi-pathology screening solution. The tool supports Federated Learning, so multiple institutions may contribute to the model without disclosing their private data. The tool detected 98% of brain tumors in our testing dataset (102 patients) with a precision of 91 %, achieving a segmentation Dice score of more than 0.88. We offer a self-contained software package as a Docker image, which can be run for your MRI data to obtain predictions.
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