HyperAI Super Neural
HyperAI Super Neural
Feb 13, 2026 · Artificial Intelligence

UCL Team Uses Federated Learning to Train Blood Morphology Models Without Sharing Data

A UCL computer‑science team presents a federated learning framework for white‑blood‑cell morphology analysis that preserves patient privacy, leverages heterogeneous clinical slide data from multiple sites, and achieves superior cross‑site performance and generalisation to unseen institutions compared with centralized training.

Blood MorphologyDINOv2Federated Learning
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UCL Team Uses Federated Learning to Train Blood Morphology Models Without Sharing Data