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Gradient Vector Flow Snake

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Using GVF field as the internal force. Testing. Testing. Testing. Testing. Testing. Testing. Future Work. Better initialization method. Optimization. ... – PowerPoint PPT presentation

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Title: Gradient Vector Flow Snake


1
Gradient Vector Flow Snake
  • C. Xu and J. L. Prince
  • Project by Charlie Neo

2
Problem Description
  • Finding Object Boundaries
  • Snake (Active Contour)
  • Initialization problem
  • Poor convergence to boundaries concavities
  • C. Xu and J. L. Prince, Snakes, Shapes, and
    Gradient Vector Flow,'' IEEE Transactions on
    Image Processing, 7(3), pp. 359-369, March 1998.

3
Algorithm (GVF)
  • Edge map f (x,y) from Image
  • Gradient vector flow field
  • That minimizes energy function
  • GVF can be found by solving Euler equation as a
    function of time

4
Implementation
  • Setup the iterative solution

5
Implementation cont.
  • Force balance equation.
  • Using GVF field as the internal force.

6
Testing
7
Testing
8
Testing
9
Testing
10
Testing
11
Testing
12
Future Work
  • Better initialization method.
  • Optimization.
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