The gateway to federated learning
Proprietary medical imaging is spread across multiple sites and often in silos. Used together with publicly accessible data, organizations can advance medical imaging AI in ways not previously possible. Apheris computational governance solution enables secure federated learning, while respecting data privacy and compliance obligations for each site.
Federated
Imaging data stays where it resides under the full control of the data custodian, who determines how the data can be used
Private & secure
Apheris offers state-of-the art security, privacy, and governance to ensure compliance with regulatory requirements while data and model IP stay protected
Integrated & scalable
AI teams can build on existing model and data pipelines and leverage Apheris capability to scale to thousands of deployments or very large compute workloads.
Built with security & privacy at the core
Federated learning
Access medical imaging data across multiple sites, public and private institutions. Train weakly supervised AI models to assist with segmentation, classification, or diagnosis. Models learn from distributed imaging data of multiple organizations for more accurate, generalizable results.
Computational governance
Let your imaging data providers stay in control of their data and reduce the costs associated with sharing or centralizing data. Custodians define permitted computations for each dataset and automatically validate incoming requests against configured asset policies.
Private, secure federated data networks
Protect patient privacy and ensure compliance while still allowing for large-scale access to data of multiple sites across organizational and geographical boundaries. Start ground-breaking collaborations while protecting IP and data privacy.
AI is revolutionizing medical imaging
Using proprietary data of your customers to customize models is opening up new opportunities. Continuously improve algorithms, create new capabilities, and deliver them to customers faster than ever.
Scalable, cross border AI
Leverage existing model and data pipelines, while protecting model IP, and scale out to large workloads, including across organizational and geographical borders. Utilize data from across customer sites to unlock the true potential of medical imaging data for AI.
What can medical imaging AI do with computational access to sensitive data
Enhanced diagnostic accuracy
Early disease detection
Personalized treatment
Private, secure, governed ML
Want to learn more about how Apheris can help you with safe algoritmic access to sensitive patient data?