Robust object detection in complex backgrounds using ICA compression
Files
Date issued
2004
Journal Title
Journal ISSN
Volume Title
Publisher
UNION Agency
Abstract
This paper describes a method for recognizing real three-dimensional objects in non-controlled backgrounds
using independent component analysis to eliminate redundant image information present in each object image.
The proposed method is a two-step process that allows a coarse color-based detection and an exact localization
using shape information. The paper describes an efficient implementation, making this approach suitable for realtime
applications.
Description
Subject(s)
rozpoznání objektů, 3D objekty, barevné histogramy, laterální histogramy, analýza nezávislých komponent, analýza hlavních komponent
Citation
WSCG '2004: Posters: The 12-th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, 2.-6. February 2004, Plzen, p. 185-188.