Title :
A Novel Vehicle Reversing Speed Control Based on Obstacle Detection and Sparse Representation
Author :
Zutao Zhang ; Hong Xu ; Zhifeng Chao ; Xiaopei Li ; Chunbai Wang
Author_Institution :
Sch. of Mech. Eng., Southwest Jiaotong Univ., Chengdu, China
Abstract :
In this paper we present a vehicle safety method for reversing speed control based on obstacle detection and sparse representation. The proposed system consists of three main steps, namely, binocular camera obstacle detection and segmentation, obstacle tracking and recognition, and vehicle reversing speed control algorithm. First of all, a binocular camera system is used to detect obstacles as a vehicle is reversing. Using disparity computation and triangulation, we can get all objects´ distance information in the rear of a vehicle. Second, the framework of particle filter and sparse representation are used to track and identify the main obstacles such as human or animal bodies, vehicles, or any other objects. Finally, the vehicle reversing speed control algorithm, which controls the electronic throttle opening and automatic braking prior to collisions, makes the reversing control safer and more reliable. This system has been field tested on a Dodge sport utility vehicle by which the final performance evaluation demonstrates the validity of the proposed vehicle reversing speed control.
Keywords :
automobiles; automotive electronics; braking; cameras; computer vision; image representation; image segmentation; object detection; object recognition; particle filtering (numerical methods); road safety; sparse matrices; velocity control; Dodge sport utility vehicle; automatic braking; binocular camera obstacle detection; binocular camera obstacle segmentation; disparity computation; electronic throttle opening; object distance information; obstacle identification; obstacle recognition; obstacle tracking; particle filter; performance evaluation; sparse representation; triangulation; vehicle rear; vehicle reversing speed control algorithm; vehicle safety method; Calibration; Cameras; Labeling; Stereo vision; Vectors; Vehicles; Velocity control; Binocular camera system; obstacle detection; obstacle tracking and recognition; particle filter; sparse representation; vehicle reversing control;
Journal_Title :
Intelligent Transportation Systems, IEEE Transactions on
DOI :
10.1109/TITS.2014.2360337