Title :
A novel stereoscopic cue for figure-ground segregation of semi-transparent objects
Author :
Phillips, Cody J. ; Derpanis, Konstantinos G. ; Daniilidis, Kostas
Author_Institution :
GRASP Lab., Univ. of Pennsylvania, Philadelphia, PA, USA
Abstract :
The visual perception of semi-transparent objects, such as drinking glasses, is an open challenging problem. Unlike opaque objects, semi-transparent objects violate many of the standard vision assumptions, among them that figure-ground segmentation contains salient boundaries. More specifically, reliable motion and stereo cues for segmenting semi-transparent objects are not present because of the infeasibility of establishing correspondence. This paper describes a new discovery that semi-transparent objects are salient on the plane-parallax image generated by the inverse perspective mapping. A novel cue is introduced that reveals objects extruding from a planar support surface. Points on the support plane are consistent with a planar homography transformation, whereas extruding points from textured surfaces violate this mapping. Furthermore, extruding semi-transparent objects violate the mapping due to the refraction of light and strong specularities. The utility of this new cue is demonstrated in a novel detection and localization approach, where the cue is matched to a database of 3D models of semi-transparent objects. Preliminary empirical results suggest that the presented approach produces a small set of candidate locations for semi-transparent objects and yields accurate localization.
Keywords :
image motion analysis; object detection; stereo image processing; figure-ground segregation; inverse perspective mapping; motion cue; object detection approach; object localization approach; planar homography transformation; planar support surface; plane-parallax image; semi-transparent object segregation; stereoscopic cue; vision assumption; visual perception; Cameras; Glass; Sensors; Shape; Stereo vision; Three dimensional displays;
Conference_Titel :
Computer Vision Workshops (ICCV Workshops), 2011 IEEE International Conference on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4673-0062-9
DOI :
10.1109/ICCVW.2011.6130373