Article

Quantum-Assisted Deep Learning: A Hybrid Approach for Robust COVID-19 Diagnosis in Medical Imaging

2025-11-18

Abstract excerpt

<title>Abstract</title> <p>Classical deep learning models often struggle to fully capture complex visual patterns and to generalize effectively when trained on limited or imbalanced medical imaging data. To address this limitation, this paper presents a novel Hybrid Quantum Deep Learning (Hybrid QDL) framework that leverages the strengths of both deep neural networks and quantum circuits for advanced medical imag...

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Literature Corpus work: bd769ce9-2e6c-5cc1-9257-db9b5117857c
DOI: 10.21203/rs.3.rs-7394093/v1

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