No-reference image quality metrics frequently fail to detect localised anatomical errors in synthetic brain MRI and can rank generative models inconsistently with downstream segmentation utility.
Beware of diffusion models for synthesizing medical images—a comparison with GANs in terms of memorizing brain MRI and chest x-ray images.Mach Learn Sci Technol, 6(1):015022, 2025
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Metrics that matter: Evaluating image quality metrics for medical image generation
No-reference image quality metrics frequently fail to detect localised anatomical errors in synthetic brain MRI and can rank generative models inconsistently with downstream segmentation utility.