Source
Advancing brain tumor research with privacy-first AI
Google Cloud and MLCommons are collaborating through the MedPerf initiative to use Confidential Computing for secure benchmarking of medical AI models. This establishes a secure environment to evaluate AI using real-world patient data without exposing that data or model code.
Why it matters
This allows medical AI tools to be validated across diverse global populations, ensuring they work reliably for different patients before reaching clinicians. It enables research on rare conditions like brain tumors while maintaining strict patient privacy.
The details
- MedPerf uses Trusted Execution Environments (TEEs) to encrypt memory and harden operating systems.
- The system utilizes Google Cloud A3 machine series with NVIDIA H100 GPUs.
- The Federated Tumor Segmentation initiative is using this for brain tumor research.
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Key connections
Google owns Confidential Space
Google owns A3 Machine Series
Google is a partner of MLCommons
Collaborating on the MedPerf medical AI benchmarking initiative
MedPerf uses Confidential Space
Benchmarking AI models securely inside Confidential Space Trusted Execution Environments
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MedPerf is built with A3 Machine Series
Runs on Google Cloud A3 machine series equipped with NVIDIA H100 GPUs and Intel TDX
A3 Machine Series is built with NVIDIA H100 Tensor Core GPU
A3 Machine Series is built with Intel TDX
Confidential Space is built with Trusted Execution Environments
Spyridon Bakas works at Indiana University
Yury Velichko works at Northwestern University
Amber Simpson works at University of Alberta
Alexandros Karargyris leads MLCommons
Lead of the MedPerf initiative at MLCommons
Federated Tumor Segmentation uses MedPerf
Validating medical AI models on brain tumor MRI data using MedPerf on Google Cloud
University of Alberta is located in Canada
Spyridon Bakas is a member of Federated Tumor Segmentation
Yury Velichko is a member of Federated Tumor Segmentation
Amber Simpson is a member of Federated Tumor Segmentation
Related events
Google Cloud Partners with MLCommons for MedPerf Medical AI Benchmarking
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