Title :
Fuzzy color tracking for robotic tasks
Author :
Montecillo-Puente, Francisco J. ; Ayala-Ramírez, Victor ; Pérez-García, Arturo ; Sánchez-Yánez, Raul E.
Author_Institution :
Univ. de Guanajuato, Salamanca, Mexico
Abstract :
We present in this paper how to track an object by using a color cue. Color is represented as fuzzy membership functions in the CIELab color space. Integration of the fuzzy representation and CIELab color space make our tracking system robust to illumination variability. Target initialization is done in an interactive way, user selects a color target and membership functions for each coordinates are then defined. Target search is done by examining pixel intensities over a test region in the current image using a fuzzy logic rule. We have tested our approach experimentally and our system can track a colored object at rates of about 15Hz on a Pentium computer. A visual servoing system that uses our target tracking system for feature extraction has also been developed.
Keywords :
feature extraction; fuzzy logic; image colour analysis; image representation; object detection; robot vision; target tracking; CIELab color space; Pentium computer; color cue; colored object tracking; feature extraction; fuzzy color tracking; fuzzy logic rule; fuzzy membership functions; fuzzy representation; pixel intensities; robot; target initialization; target search; target tracking; test region; visual servoing; Fuzzy logic; Fuzzy systems; Lighting; Logic testing; Orbital robotics; Pixel; Robot kinematics; Robustness; System testing; Target tracking;
Conference_Titel :
Systems, Man and Cybernetics, 2003. IEEE International Conference on
Print_ISBN :
0-7803-7952-7
DOI :
10.1109/ICSMC.2003.1244304