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Dec, 2023
PhenDiff: 使用条件扩散模型揭示隐形表型
PhenDiff: Revealing Invisible Phenotypes with Conditional Diffusion Models
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Anis Bourou, Thomas Boyer, Kévin Daupin, Véronique Dubreuil, Aurélie De Thonel...
TL;DR
基于条件扩散模型的PhenDiff方法在显微镜图像中识别微小表型,优于CycleGAN在生成图像的质量和多样性方面,并展示了该方法在显示罕见神经发育障碍引起的隐形表型变化方面的应用。
Abstract
Over the last five years,
deep generative models
have gradually been adopted for various tasks in biological research. Notably,
image-to-image translation
methods showed to be effective in revealing subtle
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