Gaussian Pyramid .


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Gaussian Pyramid. Slides from Alexei Efros. Sampling. Good sampling: Sample often or, Sample wisely. Bad sampling: see aliasing in action!. Gaussian pre-filtering. G 1/8. G 1/4. Gaussian 1/2. Solution: filter the image, then subsample
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Gaussian Pyramid Slides from Alexei Efros

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Sampling Good testing: Sample regularly or, Sample shrewdly Bad inspecting: see associating in real life!

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Gaussian pre-sifting G 1/8 G 1/4 Gaussian 1/2 Solution: channel the picture, then subsample Filter size ought to twofold for each ½ estimate lessening. Why?

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Subsampling with Gaussian pre-sifting Gaussian 1/2 G 1/4 G 1/8 Solution: channel the picture, then subsample Filter size ought to twofold for each ½ measure lessening. Why? In what manner would we be able to speed this up?

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Compare with... 1/2 1/4 (2x zoom) 1/8 (4x zoom) Why does this look so crufty?

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Image Pyramids Known as a Gaussian Pyramid [Burt and Adelson, 1983] In PC design, a mip delineate, 1983] An antecedent to wavelet change

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A bar in the huge pictures is a hair on the zebra\'s nose; in littler pictures, a stripe; in the littlest, the creature\'s nose Figure from David Forsyth

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Gaussian pyramid development channel cover Repeat Filter Subsample Until least determination came to can indicate fancied number of levels (e.g., 3-level pyramid) The entire pyramid is just 4/3 the span of the first picture!

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Gaussian pyramid development is like Gaussian

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Laplacian Pyramid Gaussian Pyramid Laplacian Pyramid decay Created from Gaussian pyramid by subtraction

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Laplacian Pyramid Gaussian Pyramid Laplacian Pyramid deterioration Created from Gaussian pyramid by subtraction

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What are they useful for? Enhance Search over interpretations Like homework Classic coarse-to-fine stategy Search over scale Template coordinating E.g. discover a face at various scales Precomputation Need to get to picture at various obscure levels Useful for surface mapping at various resolutions (called mip-mapping) Image Processing Editing recurrence groups separetly E.g. picture mixing… next time!

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