Canonical decomposition of steerable functions

Canonical decomposition of steerable functions

Steerable functions find application in numerous problems in image processing, computer vision and computer graphics. As such, it is important to develop the appropriate mathematical tools to analyze them. In this paper, we introduce the mathematics of Lie group theory in the context of steerable fu...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: Hel-Or, Y., Teo, P.C.
Format: Tagungsbericht
Sprache:eng
Schlagworte:
Computer science
Computer vision
Convolution
Image processing
Kernel
Linear systems
NASA
Nonlinear filters
Pattern recognition
Singular value decomposition
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Beschreibung
Zusammenfassung:Steerable functions find application in numerous problems in image processing, computer vision and computer graphics. As such, it is important to develop the appropriate mathematical tools to analyze them. In this paper, we introduce the mathematics of Lie group theory in the context of steerable functions and present a canonical decomposition of these functions under any transformation group. The theory presented in this paper can be applied and extended in various ways.
ISSN:1063-6919
DOI:10.1109/CVPR.1996.517165