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<title> KLT: Kanade-Lucas-Tomasi Feature Tracker </title>
<IMG SRC="http://www-cs.stanford.edu/gifs/line.blue3.gif" ALT="-----" width="500" height="6">
<h1> KLT: An Implementation of the <br>
Kanade-Lucas-Tomasi Feature Tracker </h1>
<IMG SRC="http://www-cs.stanford.edu/gifs/line.blue3.gif" ALT="-----" width="500" height="6"><p>
KLT is an implementation, in the C programming language, of a feature
tracker for the computer vision community.
The tracker is based on the early work of Lucas and Kanade [1], was developed fully by
Tomasi
and Kanade [2], and was explained clearly in the paper by
Shi
and Tomasi [3].
Later, Tomasi proposed a slight modification which
makes the computation symmetric with respect to the two images -- the
resulting equation is derived
in the unpublished note by myself
[4].<p>
Briefly, good features are located by examining the minimum
eigenvalue of each 2 by 2 gradient matrix, and features are
tracked using a Newton-Raphson method of minimizing the difference
between the two windows.
Multiresolution tracking allows for relatively large displacements between images. <p>
The affine computation that evaluates the consistency of features between
non-consecutive frames [3] was implemented by Thorsten Thormaehlen several years
after the original code and documentation were written. To use this
feature, please see the comments and declarations in the source code.<p>
<ul>
<li> <a href="installation.html"> Obtaining and Installing the Code </a>
<li> <a href="user/index.html"> Tutorial / User's Manual </a>
<li> <a href="ref/index.html"> Reference Manual </a>
<li> <a href="log.html"> Log of Changes </a>
</ul>
<p><i>Note: KLT is now in the public domain. Stanford's
Office of Technology Licensing has removed the non-commercial restriction.</i></p>
<p>
<h3> References </h3>
<dl>
<dt> [1] Bruce D. Lucas and Takeo Kanade.
<b> <a href="lucas_bruce_d_1981_1.pdf">An Iterative Image Registration Technique with an
Application to Stereo Vision.</a> </b>
International Joint Conference on Artificial Intelligence,
pages 674-679, 1981.<p>
<dt> [2] Carlo Tomasi and Takeo Kanade.
<b> <a href="tomasi-kanade-techreport-1991.pdf">Detection and Tracking of Point Features.</a> </b>
Carnegie Mellon University Technical Report CMU-CS-91-132,
April 1991.<p>
<dt> [3] Jianbo Shi and Carlo Tomasi.
<a href="shi-tomasi-good-features-cvpr1994.pdf">
<b> Good Features to Track</b></a>.
IEEE Conference on Computer Vision and Pattern Recognition,
pages 593-600, 1994.<p>
<dt> [4] Stan Birchfield.
<b> <a href="birchfield-klt-derivation.pdf">Derivation of Kanade-Lucas-Tomasi
Tracking Equation</a>. </b> Unpublished, January 1997.
</dl>
<P>
<HR>
Website maintained by <a href="http://www.ces.clemson.edu/~stb">Stan Birchfield</a></p>
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