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The mathematical essence of diffusion models is based on stochastic differential equations and score matching theory, underpinning image generation systems such as Stable Diffusion and DALL-E.
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8/14/2026
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Related Claims
VerifiedStable Diffusion is based on the Latent Diffusion Model and generates high-quality images by performing a denoising process in a compressed latent space76% similarUnverified2020年后兴起的扩散模型（Diffusion Models）直接建立在随机微分方程与概率流的数学框架之上76% similarUnverifiedThe core mathematical logic of diffusion models is based on stochastic differential equations (SDE) and denoising score matching, generating images through network architectures such as U-Net or DiT via tens to hundreds of iterative sampling steps.75% similarUnverifiedBoth DALL·E 2 and Stable Diffusion are based on the principles of diffusion models.75% similarVerified扩散模型以 DALL-E 2、Stable Diffusion、Midjourney 为代表，重新定义了图像生成任务73% similar
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