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Handbook of Statistics by Venu Govindaraju, C.R. Rao

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Chapter 8

Dictionary-Based Methods for Object Recognition

Vishal M. Patel1 and Rama Chellappa2,    1Center for Automation Research, UMIACS, University of Maryland, College Park, MD, USA, 2Department of Electrical and Computer Engineering and the Center for Automation Research, UMIACS, University of Maryland, College Park, MD, USA

Abstract

In recent years, Sparse Representation (SR) and Dictionary Learning (DL) have emerged as powerful tools for efficient processing image and video data in non-traditional ways. An area of promise for these theories is object recognition. In this chapter, we review the role of algorithms based on SR and DL for object recognition.

Keywords

sparse representation; dictionary learning; object recognition; biometrics ...

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