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Denoising diffusion forward/reverse chain

Denoising diffusion forward/reverse chain — 1

提示词

Landscape 16:9 academic figure of diffusion forward + reverse chains, two horizontal chains stacked vertically.

TOP chain (left→right) labeled "Forward diffusion q(x_t | x_{t-1})": five frames "x_0", "x_{T/4}", "x_{T/2}", "x_{3T/4}", "x_T" progressing from a crisp small mountain-sun landscape to pure Gaussian noise. Arrows between frames labeled "+ β_t ε".

BOTTOM chain (right→left) labeled "Reverse denoising p_θ(x_{t-1} | x_t)": same five frames in reverse, with a small hexagonal ε_θ(x_t, t) block between each pair.

Far-right curved arrow "T diffusion steps" connecting top-right to bottom-right; far-left curved arrow "sample x_0" connecting bottom-left to top-left.

Title: "Denoising Diffusion: forward corruption and learned reverse". Subtitle: "Ho et al., 2020".

中文译文

16:9 横版学术图示,展示扩散的前向 + 逆向链,两条水平链条上下堆叠。

上方链条(从左到右)标注为 "Forward diffusion q(x_t | x_{t-1})":五帧 "x_0"、"x_{T/4}"、"x_{T/2}"、"x_{3T/4}"、"x_T",从一幅清晰的小型山峦-太阳风景逐步过渡到纯高斯噪声。帧与帧之间的箭头标注 "+ β_t ε"。

下方链条(从右到左)标注为 "Reverse denoising p_θ(x_{t-1} | x_t)":同样的五帧逆序排列,每两帧之间有一个小型六边形 ε_θ(x_t, t) 模块。

最右侧的弧形箭头 "T diffusion steps" 连接右上与右下;最左侧的弧形箭头 "sample x_0" 连接左下与左上。

标题:"Denoising Diffusion: forward corruption and learned reverse"。副标题:"Ho et al., 2020"。

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原作者
wuyoscar
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