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Using Saliency-Based Visual Attention Methods for Achieving Illumination Invariance in Robot Soccer

机译:基于显着的视觉注意方法在机器人足球中实现照明不变性

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摘要

In order to be able to beat the world champion human soccer team in the year 2050, soccer playing robots will need to have very robust vision systems that can cope with drastic changes in illumination conditions. However, the current vision systems are still brittle and they require exhaustive and repeated color calibration procedures to perform acceptably well. In this paper, we investigate the suitability of biologically inspired saliency-based visual attention models for developing robust vision systems for soccer playing robots while focusing on the illumination invariance aspect of the solution. The experiment results demonstrate successful and accurate detection of the ball even when the illumination conditions change continuously and dramatically.
机译:为了能够在2050年击败世界冠军人体足球队,足球扮演机器人需要具有非常强大的视觉系统,可以应对照明条件的激烈变化。然而,目前的视觉系统仍然是脆性,并且它们需要彻底和重复的颜色校准程序来执行良好。在本文中,我们调查了生物学激发的显着的视觉注意力模型的适用性,以便为足球运动机器人开发强大的视觉系统,同时专注于解决方案的照明不一致方面。实验结果表明,即使照明条件连续且显着地改变,也表现出对球的成功检测。

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