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 more than 0.88.
... :: TBD :: ...
The software can be downloaded as a Docker image and run as a stand-alone product in Docker (or Podman). The software is intended for research only, and you are allowed to use it strictly for personal non-commercial purposes.
See the link above to download the image.
If you use this tool, please cite the following paper:
This project was partially funded by the CERN budget for Knowledge Transfer for the benefit of Medical Applications, by the Ministry of Health of the Czech Republic (Grant No. NU21-08-00359) and the Ministry of Education, Youth and Sports of the Czech Republic (Project No. LM2023050).