FV: Federated Validation
Federated Validation (FV®) is the first-ever idea and system among the world, provided by Taiwan AI Labs under Taiwan AI Labs Federated Learning Framework. The FV® system provides a mechanism to evaluate AI model performance, while validation data are stored locally in different places.
Pic1. Taiwan AILabs Federated Validation: Ground-truth data provided locally at Edge machines, and AI model loaded from the Cloud site.
While ground-truth data are ready at each edge sites, the AI model will be evaluated automatically to verify its effect in different environments. All processes are implemented automatically.
Pic2. Taiwan AILabs Federated Validation: Edge Machines are located physically under hospital intranet, protected by hospital firewall system
Pic3. Taiwan AILabs Federated Validation: AI model is deployed to all Edge Machines automatically while validation starts.
Pic4. Taiwan AILabs Federated Validation: the ground truth data in FV Edge Machine will be adopted to evaluate the AI model automatically, and the validation result will be generated then
Pic5. Taiwan AILabs Federated Validation: Validation result will be transmitted back to the Cloud
Pic6. Taiwan AILabs Federated Validation: Cloud site will receive all validation results from all Edges
Pic7. Taiwan AILabs Federated Validation: Cloud site will summarize all results to generate the final AI model validation report
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