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Performance Evaluation on Several Recognition Algorithms

Identifieur interne : 004733 ( Main/Exploration ); précédent : 004732; suivant : 004734

Performance Evaluation on Several Recognition Algorithms

Auteurs : Wan Zhang [Hong Kong] ; Philippe Dosch [France] ; Salvatore Tabbone [France]

Source :

RBID : Hal:inria-00193106

English descriptors

Abstract

How to evaluate the existing recognition algorithms under a uniform platform is an interesting research topic. Most of the comparisons among the algorithms only take use of the dataset in one field and the recognition accuracy as the standard, it is difficult to make people select a suitable algorithm in practice. In this paper, we try to show the various aspects of the algorithms based on the performance when they are applied to the datasets from different application fields. At the same time, two new performance evaluation measures, homogeneity and separability, are proposed and implemented for the comparisons. Experimental results help the researchers understand the algorithms better.

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Le document en format XML

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<term>algorithms comparison</term>
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<div type="abstract" xml:lang="en">How to evaluate the existing recognition algorithms under a uniform platform is an interesting research topic. Most of the comparisons among the algorithms only take use of the dataset in one field and the recognition accuracy as the standard, it is difficult to make people select a suitable algorithm in practice. In this paper, we try to show the various aspects of the algorithms based on the performance when they are applied to the datasets from different application fields. At the same time, two new performance evaluation measures, homogeneity and separability, are proposed and implemented for the comparisons. Experimental results help the researchers understand the algorithms better.</div>
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<name sortKey="Dosch, Philippe" sort="Dosch, Philippe" uniqKey="Dosch P" first="Philippe" last="Dosch">Philippe Dosch</name>
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