Computer Vision Graph Cuts - Exploring Graph Cuts in Computer Vision

Fouad Sabry

Summary

What is Computer Vision Graph Cuts
 
As applied in the field of computer vision, graph cut optimization can be employed to efficiently solve a wide variety of low-level computer vision problems, such as image smoothing, the stereo correspondence problem, image segmentation, object co-segmentation, and many other computer vision problems that can be formulated in terms of energy minimization. Many of these energy minimization problems can be approximated by solving a maximum flow problem in a graph. Under most formulations of such problems in computer vision, the minimum energy solution corresponds to the maximum a posteriori estimate of a solution. Although many computer vision algorithms involve cutting a graph, the term "graph cuts" is applied specifically to those models which employ a max-flow/min-cut optimization.
 
How you will benefit
 
(I) Insights, and validations about the following topics:
 
Chapter 1: Graph cuts in computer vision
 
Chapter 2: Max-flow min-cut theorem
 
Chapter 3: Image segmentation
 
Chapter 4: Cut (graph theory)
 
Chapter 5: Minimum cut
 
Chapter 6: Watershed (image processing)
 
Chapter 7: GrabCut
 
Chapter 8: Random walker algorithm
 
Chapter 9: Graph cut optimization
 
Chapter 10: Video matting
 
(II) Answering the public top questions about computer vision graph cuts.
 
(III) Real world examples for the usage of computer vision graph cuts 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 Computer Vision Graph Cuts.

Available since: 05/11/2024.

Print length: 89 pages.

Science & Technology

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