AINeutralarXiv – CS AI · 10h ago6/10
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FQPDR: Federated Quantum Neural Network for Privacy-preserving Early Detection of Diabetic Retinopathy
Researchers propose FQPDR, a federated quantum neural network system for early detection of diabetic retinopathy that preserves patient privacy by processing medical data locally rather than centralizing it. The approach combines federated learning with quantum computing to identify microaneurysm dots—the earliest signs of diabetic retinopathy—while maintaining data confidentiality across distributed healthcare systems.