Title :
Gradient-based time to contact on paracatadioptric camera
Author :
Benamar, F. ; El Fkihi, Sanaa ; Demonceaux, Cedric ; Mouaddib, E. ; Aboutajdine, Driss
Author_Institution :
LRIT, Mohammed V-Agdal Univ., Rabat, Morocco
Abstract :
The problem of time to contact or time to collision (TTC) estimation is largely discussed in perspective images. However, a few works have dealt with images of catadioptric sensors despite of their utility in robotics applications. The objective of this paper is to develop a novel model for estimating TTC with catadioptric images relative to a planar surface, and to demonstrate that TTC can be estimated only with derivative brightness and image coordinates. This model, called “gradient based time to contact”, does not need high processing such as explicit estimation of optical flow and feature detection and/or tracking. The proposed method allows to estimate TTC and gives additional information about the orientation of planar surface. It was tested on simulated and real datasets.
Keywords :
cameras; image sensors; mobile robots; robot vision; TTC; catadioptric image sensors; derivative brightness; feature detection; feature tracking; gradient-based time to contact estimation; image coordinates; mobile robot; omnidirectional images; optical flow estimation; paracatadioptric camera; planar surface orientation; robotic applications; time to collision estimation; Cameras; Equations; Estimation; Optical imaging; Optical sensors; Robots; Time to contact; collision detection; mobile robotic; obstacle avoidance; omnidirectional vision;
Conference_Titel :
Image Processing (ICIP), 2013 20th IEEE International Conference on
Conference_Location :
Melbourne, VIC
DOI :
10.1109/ICIP.2013.6738002