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Denoising diffusion forward/reverse chain

Denoising diffusion forward/reverse chain — 1

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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".

中文翻譯

16:9 橫版學術圖示,展示擴散的前向 + 逆向鏈,兩條水平鏈條上下堆疊。

上方鏈條(從左到右)標註爲 "Forward diffusion q(x_t | x_{t-1})":五幀 "x_0"、"x_{T/4}"、"x_{T/2}"、"x_{3T/4}"、"x_T",從一幅清晰的小型山巒-太陽風景逐步過渡到純高斯噪聲。幀與幀之間的箭頭標註 "+ β_t ε"。

下方鏈條(從右到左)標註爲 "Reverse denoising p_θ(x_{t-1} | x_t)":同樣的五幀逆序排列,每兩幀之間有一個小型六邊形 ε_θ(x_t, t) 模塊。

最右側的弧形箭頭 "T diffusion steps" 連接右上與右下;最左側的弧形箭頭 "sample x_0" 連接左下與左上。

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

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原作者
wuyoscar
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