Computer vision system for recognition and detection of color patterns in real-time task of robot control

This work considers the algorithm of mobile robot recognition and localization on the basis of color patterns, applied in robosoccer. For exact position definition of mobile robots and a ball in robosoccer it is necessary to analyze the image received from camera. Whereas each of these objects on th...

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Vydáno v:2017 Systems of Signal Synchronization, Generating and Processing in Telecommunications (SINKHROINFO) s. 1 - 5
Hlavní autoři: Antipov, V., Kokovkina, V., Kirnos, V., Priorov, A.
Médium: Konferenční příspěvek
Jazyk:angličtina
Vydáno: IEEE 01.07.2017
Témata:
Classification algorithms
classifier
color pattern
Colored noise
Computer vision
detector
Heuristic algorithms
Image color analysis
Lighting
robosoccer
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Shrnutí:This work considers the algorithm of mobile robot recognition and localization on the basis of color patterns, applied in robosoccer. For exact position definition of mobile robots and a ball in robosoccer it is necessary to analyze the image received from camera. Whereas each of these objects on the image has the color pattern consisting of circles, the first step of algorithm is detecting of circles. Then circles are classified using the k-means clustering that allows the algorithm to adapt in the conditions of dynamic lighting. Further on the basis of the received circles labels are defined. Also in this work researches of influence of level of illumination and noise on algorithm functioning have been conducted.
DOI:10.1109/SINKHROINFO.2017.7997496