Robust object detection in complex backgrounds using ICA compression

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.
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