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Updated: Jul 15, 2025

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使用扩散模型进行少数拍摄的生物医学图像细分:超越图像生成

Bardia Khosravi1, Pouria Rouzrokh1, John P Mickley2

  • 1Department of Orthopedic Surgery, Mayo Clinic, 200 First Street SW, Rochester, MN 55905, USA; Department of Radiology, Mayo Clinic, Rochester, MN, USA.

Computer methods and programs in biomedicine
|October 1, 2023
PubMed
概括

诸如无声扩散概率模型 (DDPMs) 这样的生成模型可以创建合成医疗图像,用于几次拍摄的细分. 与传统方法相比,这种方法显著提高了地标细分的准确性.

关键词:
扩散模型的扩散模型.生成性AI是一种人工智能.整形外科手术 整形外科手术骨盆的X射线图片 骨盆的X射线图片语义细分 语义细分是指语义细分.综合数据 综合数据

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