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Feature Extraction Techniques: Fundamental Concepts and Survey

Feature Extraction Techniques: Fundamental Concepts and Survey

Heba Ahmed Elnemr, Nourhan Mohamed Zayed, Mahmoud Abdelmoneim Fakhreldein
Copyright: © 2016 |Pages: 31
ISBN13: 9781466686540|ISBN10: 1466686545|EISBN13: 9781466686557
DOI: 10.4018/978-1-4666-8654-0.ch013
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MLA

Elnemr, Heba Ahmed, et al. "Feature Extraction Techniques: Fundamental Concepts and Survey." Handbook of Research on Emerging Perspectives in Intelligent Pattern Recognition, Analysis, and Image Processing, edited by Narendra Kumar Kamila, IGI Global, 2016, pp. 264-294. https://doi.org/10.4018/978-1-4666-8654-0.ch013

APA

Elnemr, H. A., Zayed, N. M., & Fakhreldein, M. A. (2016). Feature Extraction Techniques: Fundamental Concepts and Survey. In N. Kamila (Ed.), Handbook of Research on Emerging Perspectives in Intelligent Pattern Recognition, Analysis, and Image Processing (pp. 264-294). IGI Global. https://doi.org/10.4018/978-1-4666-8654-0.ch013

Chicago

Elnemr, Heba Ahmed, Nourhan Mohamed Zayed, and Mahmoud Abdelmoneim Fakhreldein. "Feature Extraction Techniques: Fundamental Concepts and Survey." In Handbook of Research on Emerging Perspectives in Intelligent Pattern Recognition, Analysis, and Image Processing, edited by Narendra Kumar Kamila, 264-294. Hershey, PA: IGI Global, 2016. https://doi.org/10.4018/978-1-4666-8654-0.ch013

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Abstract

The feature extraction is the process to represent raw image in a reduced form to facilitate decision making such as pattern detection, classification or recognition. Finding and extracting reliable and discriminative features is always a crucial step to complete the task of image recognition and computer vision. Furthermore, as the number of application demands increase, an extended study and investigation in the feature extraction field becomes very important. The goal of this chapter is to present an intensive survey of existing literatures on feature extraction techniques over the last years. All these techniques and algorithms have their advantages and limitations. Thus, in this chapter analysis of various techniques and transformations, submitted earlier in literature, for extracting various features from images will be discussed. Additionally, future research directions in the feature extraction area are provided.

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