TY - GEN
T1 - Boosting with stereo features for building facade detection on mobile platforms
AU - Delmerico, Jeffrey A.
AU - Corso, Jason J.
AU - David, Philip
PY - 2010
Y1 - 2010
N2 - Boosting has been widely used for discriminative modeling of objects in images. Conventionally, pixel- and patch-based features have been used, but recently, features defined on multilevel aggregate regions were incorporated into the boosting framework, and demonstrated significant improvement in object labeling tasks. In this paper, we further extend the boosting on multilevel aggregates method to incorporate features based on stereo images. Our underlying application is building facade detection on mobile stereo vision platforms. Example features we propose exploit the algebraic constraints of the planar building facades and depth gradient statistics. We've implemented the features and tested the framework on real stereo data.
AB - Boosting has been widely used for discriminative modeling of objects in images. Conventionally, pixel- and patch-based features have been used, but recently, features defined on multilevel aggregate regions were incorporated into the boosting framework, and demonstrated significant improvement in object labeling tasks. In this paper, we further extend the boosting on multilevel aggregates method to incorporate features based on stereo images. Our underlying application is building facade detection on mobile stereo vision platforms. Example features we propose exploit the algebraic constraints of the planar building facades and depth gradient statistics. We've implemented the features and tested the framework on real stereo data.
UR - http://www.scopus.com/inward/record.url?scp=78650909844&partnerID=8YFLogxK
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U2 - 10.1109/wnyipw.2010.5649753
DO - 10.1109/wnyipw.2010.5649753
M3 - Conference contribution
AN - SCOPUS:78650909844
SN - 9781424493005
T3 - 2010 Western New York Image Processing Workshop, WNYIPW 2010 - Proceedings
SP - 46
EP - 49
BT - 2010 Western New York Image Processing Workshop, WNYIPW 2010 - Proceedings
ER -