Edge detection in range images of piled box-like objects

被引:20
作者
Katsoulas, D [1 ]
Werber, A [1 ]
机构
[1] Univ Freiburg, Inst Pattern Recognit & Image Proc, D-79110 Freiburg, Germany
来源
PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2 | 2004年
关键词
D O I
10.1109/ICPR.2004.1334045
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a framework for edge detection in range images acquired by a time of flight laser sensor Our edge detection approach is inspired by [7], in the context of which edge detection via scan line approximation with geometric parametric models is performed The main drawback of this edge detector, namely the scan line over-segmentation problem is addressed by the introduction of a simple merging step. In addition, we incorporate a method for detection of the noisy data points created by the effect of laser beam splitting between surfaces of different ranges. Finally, a procedure for fine localization of the edge points is introduced Experimental results on a variety of target object configurations demonstrate that our edge detection framework exhibits increased robustness and accuracy with regard to [7]. These characteristics in combination with the computational efficiency of our approach, allows for its usage as a component of a real time system for automatic unloading of piled box-like objects.
引用
收藏
页码:80 / 84
页数:5
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