posted on 2024-02-09, 17:00authored byJan Faigl, Libor Preucil, Marta Mejail, Matias Nitsche, Tom Duckett, Tomas Krajnik
<p>We present a fast and precise vision-based software intended for multiple robot localization. The core component ofthe proposed localization system is an efficient method for black and white circular pattern detection. The method is robust to variable lighting conditions, achieves sub-pixel precision, and its computational complexity is independent of the processed image size. With off-the-shelf computational equipment and low-cost camera, its core algorithm is able to process hundreds of images per second while tracking hundreds of objects with millimeter precision. We propose a mathematical model of the method that allows to calculate its precision, area of coverage, and processing speed from the camera’s intrinsic parameters and hardware’s processing capacity. The correctness of the presented model andperformance of the algorithm in real-world conditions are verified in several experiments. Apart from the method description, we also publish its source code; so, it can be used as an enabling technology for various mobile robotics problems.</p>
History
School affiliated with
School of Computer Science (Research Outputs)
Publication Title
International Conference on Advanced Robotics, ICAR 2013 (Proceedings)
Publisher
IEEE
ISBN
9781479927227
Date Submitted
2013-12-11
Date Accepted
2013-11-26
Date of First Publication
2013-11-26
Date of Final Publication
2013-11-26
Event Name
16th International Conference on Advanced Robotics (ICAR 2013)