LiDAR-Based Object Tracking and Shape Estimation Using Polylines and Free-Space Information

Author(s):  
Stefan Kraemer ◽  
Christoph Stiller ◽  
Mohamed Essayed Bouzouraa
Sensors ◽  
2021 ◽  
Vol 22 (1) ◽  
pp. 315
Author(s):  
Yeongwon Lee ◽  
Byungyong You

In this paper, we propose a new free space detection algorithm for autonomous vehicle driving. Previous free space detection algorithms often use only the location information of every frame, without information on the speed of the obstacle. In this case, there is a possibility of creating an inefficient path because the behavior of the obstacle cannot be predicted. In order to compensate for the shortcomings of the previous algorithm, the proposed algorithm uses the speed information of the obstacle. Through object tracking, the dynamic behavior of obstacles around the vehicle is identified and predicted, and free space is detected based on this. In the free space, it is possible to classify an area in which driving is possible and an area in which it is not possible, and a route is created according to the classification result. By comparing and evaluating the path generated by the previous algorithm and the path generated by the proposed algorithm, it is confirmed that the proposed algorithm is more efficient in generating the vehicle driving path.


1996 ◽  
Vol 48 (3) ◽  
pp. 235-239 ◽  
Author(s):  
L. Favalli ◽  
P. Gamba ◽  
T. Gatti ◽  
A. Mecocci

2020 ◽  
Vol 21 (7) ◽  
pp. 2874-2893 ◽  
Author(s):  
Sascha Steyer ◽  
Christian Lenk ◽  
Dominik Kellner ◽  
Georg Tanzmeister ◽  
Dirk Wollherr

Author(s):  
K. Botterill ◽  
R. Allen ◽  
P. McGeorge

The Multiple-Object Tracking paradigm has most commonly been utilized to investigate how subsets of targets can be tracked from among a set of identical objects. Recently, this research has been extended to examine the function of featural information when tracking is of objects that can be individuated. We report on a study whose findings suggest that, while participants can only hold featural information for roughly two targets this task does not affect tracking performance detrimentally and points to a discontinuity between the cognitive processes that subserve spatial location and featural information.


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