Design of composite correlation filters for object recognition using multi-objective combinatorial optimization

Conferences Papers

  1. M García-Valdez, A Mancilla, L Trujillo, J J Merelo and F Fernández-de-Vega. Is there a free lunch for cloud-based evolutionary algorithms?. In 2013 IEEE Congress on Evolutionary Computation (). June 2013, 1255-1262. DOI BibTeX

    @inproceedings{6557709,
    	author = "M. García-Valdez and A. Mancilla and L. Trujillo and J. J. Merelo and F. Fernández-de-Vega",
    	booktitle = "2013 IEEE Congress on Evolutionary Computation",
    	title = "Is there a free lunch for cloud-based evolutionary algorithms?",
    	year = 2013,
    	volume = "",
    	number = "",
    	pages = "1255-1262",
    	keywords = "cloud computing;distributed algorithms;evolutionary computation;EvoSpace;cloud services;cloud-based distributed evolutionary algorithm;efficiency improvement;free tier;nonfree tier;paying tier;pool-based evolutionary algorithm;speedup measurement;Cloud computing;Computers;Evolutionary computation;Servers;Sociology;Standards;Statistics",
    	doi = "10.1109/CEC.2013.6557709",
    	issn = "1089-778X",
    	month = "June"
    }
    

Abstract

Correlation filters for object recognition represent an attractive alternative to feature based methods. These filters are usually synthesized as a combination of several training templates. These templates are commonly chosen in an ad-hoc manner by the designer, therefore, there is no guarantee that the best set of templates is chosen. In this work, we propose a new approach for the design of composite correlation filters using a multi-objective evolutionary algorithm in conjunction with a variable length coding technique. Given a vast search space of feasible templates, the algorithm finds a subset that allows the construction of a filter with an optimized performance in terms of several performance metrics. The resultant filter is capable of recognizing geometrically distorted versions of a target in high cluttering and noisy conditions. Computer simulation results obtained with the proposed approach are presented and discussed in terms of several performance metrics. These results are also compared to those obtained with existing correlation filters.

Published in
Proc. SPIE 8856, Applications of Digital Image Processing XXXVI
Date of conference
26 September 2013
Last modified onWednesday, 30 October 2013 00:03
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