Scale Space - Exploring Dimensions in Computer Vision

Fouad Sabry

Maison d'édition: One Billion Knowledgeable

Synopsis

What is Scale Space
 
Scale-space theory is a framework for multi-scale signal representation developed by the computer vision, image processing and signal processing communities with complementary motivations from physics and biological vision. It is a formal theory for handling image structures at different scales, by representing an image as a one-parameter family of smoothed images, the scale-space representation, parametrized by the size of the smoothing kernel used for suppressing fine-scale structures. The parameter  in this family is referred to as the scale parameter, with the interpretation that image structures of spatial size smaller than about  have largely been smoothed away in the scale-space level at scale .
 
How you will benefit
 
(I) Insights, and validations about the following topics:
 
Chapter 1: Scale Space
 
Chapter 2: Edge detection
 
Chapter 3: Gaussian blur
 
Chapter 4: Difference of Gaussians
 
Chapter 5: Scale-invariant feature transform
 
Chapter 6: Multi-scale approaches
 
Chapter 7: Structure tensor
 
Chapter 8: Pyramid (image processing)
 
Chapter 9: Anisotropic diffusion
 
Chapter 10: Gabor filter
 
(II) Answering the public top questions about scale space.
 
(III) Real world examples for the usage of scale space in many fields.
 
Who this book is for
 
Professionals, undergraduate and graduate students, enthusiasts, hobbyists, and those who want to go beyond basic knowledge or information for any kind of Scale Space.

Disponible depuis: 13/05/2024.

Longueur d'impression: 105 pages.

Science et Technologie

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