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Image Pyramid

2024-09-13
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Image Pyramid ​

Gaussian Pyramid ​

Gaussian Pyramid

For each level

  1. Blur image with an Gaussian filter
  2. Down sample image

Convolution as matrix multiplication ​

1D Case

1D Gaussian

Laplacian Pyramid ​

G0 Downsampled Gaussian Pyramid Level 0 F0 Upsampled Gaussian Pyramid Level 0

Laplacian Filter = (I0−F0G0)

Compute the difference between upsampled Gaussian pyramid level k+1 and Gaussian pyramid level k.

Laplacian PyramidLaplacian Pyramid