My understanding is that SIFT is made scale invariant by using different scales for the gaussian smoothing, why is an image pyramid also used?
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what answers are you looking for that aren't addressed in the SIFT paper? what is your understanding of image pyramids?Christoph Rackwitz– Christoph Rackwitz2022-04-22 12:21:33 +00:00Commented Apr 22, 2022 at 12:21
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My understanding is that the spread of the gaussian is used to produce scale invariance, I do not understand why both scale changes and an image pyramid is used(though some sources don't appear to say the image is down sampled).FourierFlux– FourierFlux2022-04-22 21:41:28 +00:00Commented Apr 22, 2022 at 21:41
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because the pyramid reduces the amount of data to... sift through. sufficiently lowpassed data can be safely decimated with no loss in information (from the decimation).Christoph Rackwitz– Christoph Rackwitz2022-04-23 11:26:44 +00:00Commented Apr 23, 2022 at 11:26
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So is the orientation and descriptor computed in the resampled image?FourierFlux– FourierFlux2022-04-23 20:27:46 +00:00Commented Apr 23, 2022 at 20:27
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