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A diffusion model based data augmentation method for joint generation of cell images and masks
Information Sciences | 更新时间：2026-02-24

    • A diffusion model based data augmentation method for joint generation of cell images and masks

    • “The research progress in the field of cell image segmentation was introduced, and relevant experts proposed a data augmentation method based on diffusion model for cell image and mask joint generation, which provides an efficient and feasible solution to solve the problems of insufficient annotated data and limitations of traditional enhancement methods.”
    • Optics and Precision Engineering   Vol. 34, Issue 4, Pages: 652-670(2026)

    • DOI：10.37188/OPE.20263404.0652    

      CLC： TP394.1
    • CSTR：32169.14.OPE.20263404.0652    

    • Received：12 November 2025，

      Revised：2025-12-12，

      Published：25 February 2026

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  • XU Kaige,SUN Xiaoming,CHEN Yongji,et al.A diffusion model based data augmentation method for joint generation of cell images and masks[J].Optics and Precision Engineering,2026,34(04):652-670.

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