This code is a matlab implementation of a color object tracking method based on the object and background colors.
The code runs on Windows/Linux with MATLAB R2011-2013.
A test sequence "test.avi" is included so you can simply run Demo.m
Object center locations are saved in output.mat
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This code presents an object tracking method based on the object and background colors. A three dimensional feature vector is used to describe color feature (R, G, B) of each pixel. A quantized histogram of that feature value of pixels on the selected object and a quantized histogram of pixels from the neighborhood surrounding the object are developed. The RGB based joint probability density function of the selected object region and that of a neighborhood surrounding the object are used to separate object from background. An adaptive color model of separated object is developed to detect the object in subsequent frames while simple Mean-shift procedure on binary images is used to track the object (it is actually a simple centroid shift on the binary map of object detection result).
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This code is used in the following paper: Alireza Asvadi, MohammadReza Karami and Yasser Baleghi, "Object Tracking Using Adaptive Object Color Modeling" in Proceedings of the 4th conference on information and knowledge technology (IKT2012), Babol, Iran, May 2012.
인용 양식
Alireza (2024). Color Object Tracking (https://www.mathworks.com/matlabcentral/fileexchange/52790-color-object-tracking), MATLAB Central File Exchange. 검색됨 .
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- Image Processing and Computer Vision > Computer Vision Toolbox > Computer Vision with Simulink > Color Space Formatting and Conversions >
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