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    Is synthetic data generation effective in maintaining clinical biomarkers? Investigating diffusion models across diverse imaging modalities by Abdullah Hosseini, Ahmed Serag

    Published 2025-01-01
    “…Emerging techniques in artificial intelligence offer innovative solutions to overcome these constraints, with synthetic data generation enabling the creation of realistic medical imaging datasets, but the preservation of critical hidden medical biomarkers is an open question.MethodsThis study employs state-of-the-art Denoising Diffusion Probabilistic Models integrated with a Swin-transformer-based network to generate synthetic medical data. …”
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