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paperarXivTrust 82 · PrimaryPublished 1mo agoLive · 1mo ago

Feature-Space Guided Diffusion for Realistic Ultrasound Image Synthesis

Conditional diffusion models can generate anatomically plausible medical ultrasound (US) images, but anatomical plausibility alone does not ensure realistic B-mode appearance. Most US pipelines adapt standard generative architectures and condition them on anatomical masks, or use guidance mechanisms that reinforce the same anatomical signal. However, B-mode US images are shaped by acquisition-dependent properties such as speckle texture, tissue contrast, and attenuation. Using a frozen US foundation model, we show that standard conditional diffusion baselines remain separated from real images

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  • PossiblePossibly related (embedding) · 50%Diffuse-XL
  • FuzzySimilar title/name (fuzzy) · 59%stabilityai/stable-diffusion-xl-base-1.0

    Fuzzy title match (0.73): “Feature-Space Guided Diffusion for Realistic Ultrasound Imag” ≈ “stabilityai/stable-diffusion-xl-base-1.0”

  • FuzzySimilar title/name (fuzzy) · 59%CompVis/stable-diffusion-v1-4

    Fuzzy title match (0.73): “Feature-Space Guided Diffusion for Realistic Ultrasound Imag” ≈ “CompVis/stable-diffusion-v1-4”

  • FuzzySimilar title/name (fuzzy) · 59%Tongyi-MAI/Z-Image-Turbo

    Fuzzy title match (0.73): “Feature-Space Guided Diffusion for Realistic Ultrasound Imag” ≈ “Tongyi-MAI/Z-Image-Turbo”

  • FuzzySimilar title/name (fuzzy) · 59%stabilityai/stable-diffusion-3.5-large

    Fuzzy title match (0.73): “Feature-Space Guided Diffusion for Realistic Ultrasound Imag” ≈ “stabilityai/stable-diffusion-3.5-large”

  • LinkedLinked via arxiv author · 85%Marina Domínguez

    Feature-Space Guided Diffusion for Realistic Ultrasound Image Synthesis

  • LinkedLinked via arxiv author · 85%Nélida Mirabet-Herranz

    Feature-Space Guided Diffusion for Realistic Ultrasound Image Synthesis

  • LinkedLinked via arxiv author · 85%Valery Naranjo

    Feature-Space Guided Diffusion for Realistic Ultrasound Image Synthesis

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