GradeZero Music Band

Thursday, October 10, 2019

DICOM to passwd. On security of ML pipelines

Machine Learning and Artificial Intelligence Pipelines are very useful tools. They help to concentrate on specific task without digging into implementation details. However, from design and security perspective these things are like Frankenstein.

Here is  an example





DICOM is the main component of  Medical Imaging AI applications which is now gaining popularity. DICOM (Digital Imaging and communication in Medicine) is a data format and a protocol for exchanging between various components, such as PACS, DICOM Viewer, Machine Learning framework.

Here few examples of vulnerabilities in different components used in Nvidia Clara:

Orthanc is a Belgian, open-source, lightweight DICOM server for healthcare and medical research.

Dicom Toolkit DCMTK provides tools for working with DICOM files.

Kudos to Maria Samoylova.

Enjoy 

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