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Deutsch(DE) BigCell: Generating Gigapixel Whole-Slide Images

BigCell 从文本报告生成十亿像素组织病理学图像

研究人员开发了 BigCell,这是一种能够生成十亿像素分辨率组织病理学组织全切片图像(WSIs)的新方法。与之前在较小图像块上运行的模型不同,BigCell 通过在超过 120,000 张 WSI 上训练流匹配 Transformer 来生成原生十亿像素尺度的连贯图像。该系统可以生成高达 32,768x32,768 像素的图像,并采用自适应调度策略来加速生成。此外,BigCell 还引入了直接从病理文本报告生成 8k 分辨率的文本到图像合成,这已被证明可以提高切片级分类性能。 AI

影响 能够从文本生成高分辨率医学图像,有潜力提高诊断准确性和训练数据的可用性。

排序理由 该集群描述了一篇关于用于生成高分辨率医学图像的新型 AI 模型的详细研究论文。[lever_c_demoted from research: ic=1 ai=1.0]

在 Hugging Face Daily Papers 阅读 →

AI 生成摘要 · Google Gemini · 来自 1 个来源。 我们如何撰写摘要 →

BigCell 从文本报告生成十亿像素组织病理学图像

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该集群描述了一篇关于用于生成高分辨率医学图像的新型 AI 模型的详细研究论文。[lever_c_demoted from research: ic=1 ai=1.0]
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报道来源 [1]

  1. Hugging Face Daily Papers TIER_1 Deutsch(DE) ·

    BigCell:生成Gigapixel整张幻灯片图像

    Whole-slide images (WSIs) are gigapixel-scale digital scans of histopathology tissue and serve as the primary basis for cancer diagnosis. Existing histopathology generative models operate at the patch scale, producing fixed-size tiles of at most 1024times1024 pixels which encompa…