Brain MRI Screening Tool
Autoři | |
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Rok publikování | 2024 |
Druh | Software |
Fakulta / Pracoviště MU | |
www | https://cbia.fi.muni.cz/software/mri-brain-screening-tool.html |
Popis | 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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