Quantum dual-branch neural networks with transfer learning for early detection of skin cancer

QDBNN effectively mitigates quantum noise interference and leverages quantum-classical hybrid advantages for skin cancer classification. Its success highlights the potential of quantum-inspired architectures in medical imaging, offering a pathway toward clinically deployable tools for early diagnosis. Future work will focus on hardware optimization and scalability to larger datasets.

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Publication Details

Journal
American Journal of Translational Research
Published
2025-01-01
DOI
https://doi.org/10.62347/wohq8174
Primary Topic
Spectroscopy Techniques in Biomedical and Chemical Research
Type
article
Field-Weighted Citation Impact
0.00
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article

Quantum dual-branch neural networks with transfer learning for early detection of skin cancer

Yuyang Sun
American Journal of Translational Research
Spectroscopy Techniques in Biomedical and Chemical Research
article

Quantum dual-branch neural networks with transfer learning for early detection of skin cancer

Yuyang Sun
article en

Abstract

QDBNN effectively mitigates quantum noise interference and leverages quantum-classical hybrid advantages for skin cancer classification. Its success highlights the potential of quantum-inspired architectures in medical imaging, offering a pathway toward clinically deployable tools for early diagnosis. Future work will focus on hardware optimization and scalability to larger datasets.

American Journal of Translational ResearchVol. 17(5)
Jiangsu University of Science and Technology (CN)
Openalex Percentile: Top 91%
Spectroscopy Techniques in Biomedical and Chemical Research
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Quantum dual-branch neural networks with transfer learning for early detection of skin cancer — Yuyang Sun · American Journal of Translational Research (2025) | TGRS Research Map | TGRS