DocumentCode
1941673
Title
Real-time stereo-based head detection using size, shape and disparity constraints
Author
Krotosky, Stephen J. ; Cheng, Shinko Y. ; Trivedi, Mohan M.
Author_Institution
California Univ., San Diego, La Jolla, CA, USA
fYear
2005
fDate
6-8 June 2005
Firstpage
550
Lastpage
556
Abstract
A real-time stereo-based head detection algorithm is presented and evaluated as an occupant posture analysis system for "smart" airbag deployment. The algorithm uses several constraints to limit the number of head ellipse "candidates" found in the image. These constraints are based on shape, size and depth of the occupant\´s head. Results of ground truth experiments show that the head detection can accurately estimate the three-dimensional location of the occupant head. Extended experiments illustrate the robustness of the algorithm to poor lighting conditions, to occlusion, and to the presence of other competing head-like objects in the scene.
Keywords
driver information systems; hidden feature removal; image recognition; lighting; object detection; real-time systems; road vehicles; stereo image processing; head-like object; lighting condition; occlusion; occupant posture analysis system; real-time stereo-based head detection algorithm; three-dimensional location estimation; Algorithm design and analysis; Cameras; Detection algorithms; Head; Humans; Image edge detection; Layout; Robustness; Shape; Vehicles;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Vehicles Symposium, 2005. Proceedings. IEEE
Print_ISBN
0-7803-8961-1
Type
conf
DOI
10.1109/IVS.2005.1505161
Filename
1505161
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