Title :
Generic object recognition using CAD-based multiple representations
Author :
Das, Subhodev ; Bhanu, Bir ; Ho, Chih-Cheng
Author_Institution :
Coll. of Eng., California Univ., Riverside, CA, USA
Abstract :
Real-world applications of computer vision usually involve a variety of object models making a single model representation somewhat inadequate for object recognition. Multiple representations, on the other hand, allow different matching strategies to be applied for the same object, or even for different parts of the same object. The paper is concerned with the use of CAD-derived hierarchical models having multiple representations-concave/convex edges and straight homogeneous generalized cylinder-for generic object recognition in outdoor visible imagery. The authors also present a refocused matching algorithm that uses a hierarchically structured model database to facilitate generic object recognition. Experimental results demonstrating generic recognition of objects in perspective, aerial images are presented
Keywords :
CAD; computer vision; CAD-based; computer vision; generic object recognition; model database; multiple representations; object recognition; refocused matching algorithm; Application software; Computer vision; Degradation; Educational institutions; Engine cylinders; Geometry; Image databases; Object recognition; Shape; Solid modeling;
Conference_Titel :
CAD-Based Vision Workshop, 1994., Proceedings of the 1994 Second
Conference_Location :
Champion, PA
Print_ISBN :
0-8186-5310-8
DOI :
10.1109/CADVIS.1994.284500