Download presentation
Presentation is loading. Please wait.
Published byProsper Bradford Modified over 9 years ago
1
Image Processing and Analysis (ImagePandA) 10 – Shape and Motion Christoph Lampert / Chris Wojtan
2
Space 2
3
3 Distance functions
4
4 Signed Distance functions
5
5 Medial Axis
6
6 Signed Distance functions
7
7 Normals
8
8 Signed Distance functions
9
9 Curvature
10
10 Signed Distance functions
11
11 Surface Extraction
12
12 Surface Extraction
13
13 Surface Extraction
14
14 Surface Extraction
15
Time 15
16
Blending Images 16
17
17 t=0 t=1
18
18
19
19 t=0t=1 t=0.5
20
20 t=0t=1 t=0.5
21
Morphing Images 21
22
Distorting Images Typically break up image into triangle mesh Each triangle has a piece of the image Moving vertices distorts the triangle Applies affine transformation to the triangle Applies affine transformation to the image 22
23
Morphing Images Find corresponding features in both images Interpolate feature positions Blend image colors More sophisticated non-uniform distortions and blends are used in practice 23
24
Distortion 24
25
Distortion 25 Take image data from a pixel location And send it to some generic non-pixel location?
26
26 Semi-Lagrangian Advection
27
Displacement Field 27
28
Displacement Field 28
29
Displacement Field 29
30
30 Semi-Lagrangian Advection
31
Advection 31
32
Advection 32
33
Advection 33
34
34 Semi-Lagrangian Advection
35
35 Semi-Lagrangian Advection
36
36 Signed Distance functions
37
The level set method https://www.youtube.com/watch?v=t7yOR882Et0 https://www.youtube.com/watch?v=TeuLhhR7UxM https://www.youtube.com/watch?v=JaBBQDx2BBk#t=61 https://www.youtube.com/watch?v=JaBBQDx2BBk#t=128 37
38
Level set method for segmentation Velocity is gradient of some “energy function” Always go downhill What is our energy function? We want it to penalize undesired segmentations Should tightly wrap around object Add length and curvature to energy Attract towards edges in image Subtract magnitude of image gradient from energy 38
39
Level set method for segmentation 39 LEFT: the initial curve was at the boundary of the image. RIGHT: the initial curve was a closed contour around a point on the inside of the pollen grain. The boundary is identified in white.
Similar presentations
© 2025 SlidePlayer.com. Inc.
All rights reserved.