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Iterative Pyramidal LK Optical Flow

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Iterative Pyramidal LK Optical Flow

by Berkin Bilgic

 

27 Feb 2009 (Updated 27 Mar 2009)

An implementation of Lucas-Kanade optical flow computation.

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Description

Using pyramid decomposition and iterative refinement, OF is calculated. Includes a demo and a paper that thoroughly explains the methodology.

Required Products Image Processing Toolbox
MATLAB release MATLAB 7.6 (R2008a)
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Comments and Ratings (5)
27 Feb 2009 Am VR

Hi Berkin,

Thanks for sharing this. Could you please also upload the images yos9.tif and yos10.tif referenced in the demo.m file?

Thanks!
Best,AV

01 Mar 2009 Berkin Bilgic

Hi,

I added two example images and some more comments, I hope they'll be online soon.

Berkin

11 Apr 2009 Gabriel Kasser

Hi

I am a french student and I tried make your algorythm work with python but I have a problem (I don't know if it is me or the pdf). when I compute the G matrix , this one is always uninvertible (I dont see how it would be possible to invert a Matrix [[Ix²,Ix*Iy],[IX*Iy,Iy²]] because the determinant is always 0) could you help me please?

Best regards
GK

14 Apr 2009 Berkin Bilgic

Hi,

The terms Ix^2 and Iy^2 denote the second derivatives wrt to x and y. However, that matrix is sometimes ill conditioned, so you may want to google 'good features to track' by Shi&Tomosi which discusses that problem.

28 Apr 2009 Assaf laufer

Hi all
the SAD before / SAD after is always at 1.6 ~ 1.9 for my pictures
Has anyone got beeter SAD ratio?

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Updates
27 Feb 2009

Example images and a few more comments are added

27 Mar 2009

Borders are handled better, and refinement is updated.

Tag Activity for this File
Tag Applied By Date/Time
image processing Berkin Bilgic 27 Feb 2009 17:10:08
computer vision Berkin Bilgic 27 Feb 2009 17:10:08
optical flow Berkin Bilgic 27 Feb 2009 17:10:08
lucaskanade Berkin Bilgic 27 Feb 2009 17:10:08
image processing Am VR 27 Feb 2009 18:46:45
lucaskanade D L 16 Jan 2011 21:09:43
optical flow mp2 mon 19 Feb 2012 15:36:05

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