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[Studies in Computational Intelligence 481] Artur Babiarz, Robert Bieda, Karol Jędrasiak, Aleksander Nawrat (auth.), Aleksander Nawrat, Zygmunt Kuś (eds.) - Vision Based Systemsfor UAV Applications (2013, Sprin

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154 A. <strong>Babiarz</strong>, R. <strong>Bieda</strong>, and K. Jaskot<br />

Fig. 9. Position and size of play<strong>in</strong>g field calibrated properly<br />

The precision of measurements made by vision system is much improved when<br />

compared to the previous system and seems to be sufficient to successfully attend<br />

the RoboSoccer competition. Measurement errors are presented <strong>in</strong> the Table 2.<br />

The great advantage of the vision system is that it never loses the position of any<br />

object on play<strong>in</strong>g field. Orientation axis is also always calculated properly, however<br />

the measurement is usually a bit more distorted and there are some oscillations<br />

visible. The only measurement that sometimes is done <strong>in</strong>correctly is the<br />

measurement of direction of orientation axis, fortunately it happens very rarely<br />

and <strong>in</strong> future it should be easy to get rid of this problem by improv<strong>in</strong>g the shape of<br />

color marker and by switch<strong>in</strong>g to higher resolution.<br />

Table 2. Relative errors of measurements of a position and angle<br />

Relative measurement error [%]<br />

Radial Correction<br />

Robot Ball<br />

<br />

Enabled 0.5 0.6 1.5 0.4 0.5<br />

Disabled 1.0 1.1 2.0 0.9 1.0<br />

Precision of the measurements could possibly be further improved by <strong>in</strong>troduc<strong>in</strong>g<br />

compensation of cyl<strong>in</strong>drical distortions of camera’s lens, this however is left<br />

for further research. Switch<strong>in</strong>g to the higher resolution should also improve the<br />

precision, for the objects will occupy more pixels on raster.

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