DocumentCode :
146490
Title :
Monocular vision based distance estimation algorithm for pedestrian collision avoidance systems
Author :
Awasthi, Abhishek ; Singh, Jitesh K. ; Seung Hyun Roh
Author_Institution :
Mando Softtech India Pvt. Ltd., Gurgaon, India
fYear :
2014
fDate :
25-26 Sept. 2014
Firstpage :
646
Lastpage :
650
Abstract :
This paper presents a novel and effective distance estimation algorithm based on monocular vision for pedestrian collision avoidance systems (PCAS). Vehicle - camera geometry and intrinsic parameters of camera are used to estimate the distances of pedestrians detected in front of the ego vehicle. An innovative method to estimate the pitch angle for the camera is provided in the proposed solution. The advantage of the intrinsic parameters based method is that the algorithm is computationally efficient to meet the real time requirements of the system. In addition to this, it takes into account the system requirements, in the sense, that instead of estimating point to point distance between the camera and the target pedestrian, the vertical distance is estimated with the help of vertical and pitch angles. Practical issues like pixel density per distance value shrinkage at higher distances, lens distortion and jitters are addressed and solutions to them are provided. In multiple experimental tests under real world driving conditions, it has been confirmed that the proposed solution works effectively with a minimal percentage mean error rate.
Keywords :
cameras; computer vision; geometry; pedestrians; real-time systems; vehicles; PCAS; intrinsic parameters; monocular vision based distance estimation; pedestrian collision avoidance systems; real time requirements; vehicle-camera geometry; Cameras; Estimation; Geometry; Lenses; Optical distortion; Principal component analysis; Vehicles; collision; intrinsic; jitters; lens distortion; mean error rate; monocular; pitch angle; vertical angle;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Confluence The Next Generation Information Technology Summit (Confluence), 2014 5th International Conference -
Conference_Location :
Noida
Print_ISBN :
978-1-4799-4237-4
Type :
conf
DOI :
10.1109/CONFLUENCE.2014.6949272
Filename :
6949272
Link To Document :
بازگشت