Title :
Planar direct method: a new framework for stereo vision based guidance and obstacle detection
Author :
Vincent, Christophe Y. ; Tjahjadi, Tardi
Author_Institution :
Sch. of Eng., Warwick Univ., UK
Abstract :
In the context of real-time collision/obstacle avoidance this paper investigates an improvement of a direct method of estimating dense scene structure and image motion. Our proposed method combines stereo-vision (involving geometric constraints), optical flow (involving photometric constraints) and additional model constraints. Modifications to the direct method are introduced through a planarity constraint, an illumination model and a new computational framework in order to deal with significant illumination drifts and obstacle detection on static objects or moving vehicle. Experimental results on real image sequences demonstrate the effectiveness of the method.
Keywords :
collision avoidance; computer vision; image motion analysis; image sequences; object detection; stereo image processing; dense scene structure estimation; geometric constraints; illumination model; image motion; image sequences; obstacle avoidance; obstacle detection; optical flow; photometric constraints; planar direct method; planarity constraint; real-time collision; real-time collision avoidance; stereo vision; Geometrical optics; Image motion analysis; Layout; Lighting; Motion estimation; Optical variables control; Photometry; Semiconductor device modeling; Solid modeling; Stereo vision; obstacle detection; optical flow; scene structures estimation; stereo vision; vehicle guidance;
Conference_Titel :
Image Processing, 2005. ICIP 2005. IEEE International Conference on
Print_ISBN :
0-7803-9134-9
DOI :
10.1109/ICIP.2005.1530408