TY - GEN
T1 - Stereo-assist
T2 - 2010 IEEE Intelligent Vehicles Symposium, IV 2010
AU - Stein, Gideon P.
AU - Gdalyahu, Yoram
AU - Shashua, Amnon
PY - 2010
Y1 - 2010
N2 - This paper presents a top-down approach to stereo for use in driver assistance systems. We introduce an asymmetric configuration where monocular object detection and range estimation is performed in the primary camera and then that image patch is aligned and matched in the secondary camera. The stereo distance measure from the matching assists in target verification and improved distance measurements. This approach, Stereo-Assist, shows significant advantages over the classical bottom-up stereo approach which relies on first computing a dense depth map and then using the depth map for object detection. The new approach can provide increased object detection range, reduced computational load, greater flexibility in camera configurations (we are no longer limited to side-by-side stereo configurations), greater robustness to obstructions in part of the image and mixed camera modalities FIR/VIS can be used. We show results with two novel configurations and illustrate how monocular object detection allows for simple online calibration of the stereo rig.
AB - This paper presents a top-down approach to stereo for use in driver assistance systems. We introduce an asymmetric configuration where monocular object detection and range estimation is performed in the primary camera and then that image patch is aligned and matched in the secondary camera. The stereo distance measure from the matching assists in target verification and improved distance measurements. This approach, Stereo-Assist, shows significant advantages over the classical bottom-up stereo approach which relies on first computing a dense depth map and then using the depth map for object detection. The new approach can provide increased object detection range, reduced computational load, greater flexibility in camera configurations (we are no longer limited to side-by-side stereo configurations), greater robustness to obstructions in part of the image and mixed camera modalities FIR/VIS can be used. We show results with two novel configurations and illustrate how monocular object detection allows for simple online calibration of the stereo rig.
UR - http://www.scopus.com/inward/record.url?scp=77956496754&partnerID=8YFLogxK
U2 - 10.1109/IVS.2010.5548019
DO - 10.1109/IVS.2010.5548019
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AN - SCOPUS:77956496754
SN - 9781424478668
T3 - IEEE Intelligent Vehicles Symposium, Proceedings
SP - 723
EP - 730
BT - 2010 IEEE Intelligent Vehicles Symposium, IV 2010
Y2 - 21 June 2010 through 24 June 2010
ER -