DocumentCode :
3503071
Title :
IPCC algorithm: Moving object detection in 3D-Lidar and camera data
Author :
Deymier, Clement ; Chateau, Thierry
Author_Institution :
Lasmea, Aubiere, France
fYear :
2013
fDate :
23-26 June 2013
Firstpage :
817
Lastpage :
822
Abstract :
In this paper, we present a new algorithm named IPCC for Iterative Photo Consistency Check. The goal of this one is to detect a posteriori moving object in both camera and range data. The range data may be provided by different sensor such as: Riegl, Kinect or Velodyne with no distinction. The key idea is to consider that range data acquired on static objects are photo-consistent, they have the same color and texture in all the camera images, but range data acquired on moving object are not photo-consistent. The main problem is to take in account that range finding sensor and camera are not synchronous, so what is seen in camera is not what range finding sensors acquires. The major contribution in this paper is an original way to find non photo-consistent range data using the camera images in an erosion process of the scene. Experiments show the relevance of the proposed method in terms of both accuracy and computation time.
Keywords :
cameras; distance measurement; image colour analysis; image motion analysis; image texture; iterative methods; object detection; optical radar; 3D-Lidar data; Kinect sensor; Riegl sensor; Velodyne sensor; a posteriori moving object detection; camera data; camera images; image color; image texture; iterative photo consistency check algorithm; photo-consistent range data; range finding sensor; scene erosion process; static objects; Cameras; Estimation; Image color analysis; Object detection; Octrees; Robot sensing systems; Three-dimensional displays;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Vehicles Symposium (IV), 2013 IEEE
Conference_Location :
Gold Coast, QLD
ISSN :
1931-0587
Print_ISBN :
978-1-4673-2754-1
Type :
conf
DOI :
10.1109/IVS.2013.6629567
Filename :
6629567
Link To Document :
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