Computer Vision Foundations · 免费预览

拉普拉斯金字塔

从父层减去上采样后的层,可将每个尺度带分解为各自的图像,即拉普拉斯金字塔——一种过完备的可逆表示,可从微小残差出发向下重建。

1. What each level has that its child lacks

What each level has that its child lacks

2. Upsampling, with a factor of two

Upsampling, with a factor of two

3. Building it back, downward

Building it back, downward

4. Overcomplete, and usefully so

Overcomplete, and usefully so

5. The subtraction's meaning

The Laplacian level l_k = g_k minus F_k g_{k+1} is called band-pass. What does it contain?

6. Why the factor of two

In F_k = 2 B_k U_k, why does the factor of two appear?

7. The residual count

How many low-pass residual images does a complete Laplacian pyramid keep at its tip? Write the number.

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