Optimized Two-Stage Ensemble Model for License Plate Recognition: Memetically Optimized Two-Stage Fuzzy Support Vector Machine Ensemble Model for License Plate Recognition - Couverture souple

Samma, Hussein; Mohamad-Saleh, Junita

 
9786139914357: Optimized Two-Stage Ensemble Model for License Plate Recognition: Memetically Optimized Two-Stage Fuzzy Support Vector Machine Ensemble Model for License Plate Recognition
Couverture souple
ISBN 10 : 6139914353 ISBN 13 : 9786139914357
Editeur : LAP LAMBERT Academic Publishing, 2018

Synopsis

Pattern recognition models play an important role in many real-world applications such as text detection and object recognition. Numerous methodologies including Computational Intelligence (CI) models have been developed in the literature to tackle image-based pattern recognition problems. Focused on CI models, this research presents efficient Particle Swarm Optimization (PSO)-based models and their application to license plate recognition. Firstly, a new Reinforcement Learning-based Memetic Particle Swarm Optimization (RLMPSO) model is introduced. Then, RLMPSO is integrated with the Fuzzy Support Vector Machine (FSVM) to formulate an efficient two-stage RLMPSO-FSVM model. Specifically, two-stage RLMPSO-FSVM comprises an ensemble of linear FSVM classifiers that are constructed using RLMPSO to perform parameter tuning, feature selection, as well as training sample selection. Finally, the proposed two-stage RLMPSO-FSVM model is applied to a real-world Malaysian vehicle license plate recognition (VLPR) task.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2018
Langue
anglais
ISBN 10 
6139914353
ISBN 13 
9786139914357
Reliure
Broché
Nombre de pages
132
Coordonnées du fabricant
non disponible
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