Image Segmentation using Exchange Market Algorithm - Softcover

Kalyani, R.; Sathya, P. D.; Sakthivel, V. P.

 
9786206751489: Image Segmentation using Exchange Market Algorithm
Softcover
ISBN 10: 6206751481 ISBN 13: 9786206751489
Verlag: LAP LAMBERT Academic Publishing, 2023

Inhaltsangabe

Image segmentation is the basic step for assisting experts to determine immense required information from the image for real time applications. In this research work, the most promising objective functions such as Kapur, Otsu and Minimum Cross Entropy (MCE) are used for precise image segmentation. In this work, the similarity detection based multilevel thresholding technique is used to achieve the target. The objective is attained through powerful robust Exchange Market Algorithm (EMA) aided with the objective functions. The three teams of EMA in stable and unstable market situations and primarily the role of team B and C following team A of EMA plays a vital role to achieve balanced exploration and exploitation. Thus, the segmented details assist the experts for various real time applications. The proposed method using EMA based MLT is applied and tested with four different threshold values m = 2, 3, 4, 5 for gray images and the color images are tested at 4,5,6 and 7 threshold levels. Various performance metrics such as low CPU time, high PSNR with low RMSE, high SSIM and uniformity measure validates the performance of the proposed technique.

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Über die Autorin bzw. den Autor

R. Kalyani est professeur associé à l'Institut de technologie Vidya Jyothi (ECE), Hyderabad, Inde. Elle a obtenu son BE en 2006, son MBA en 2010, son M Tech en 2013 et son doctorat en 2022 à l'Université d'Annamalai, en Inde. Ses recherches portent sur la segmentation d'images, la technologie blockchain et l'apprentissage automatique.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2023
Sprache
Englisch
ISBN 10 
6206751481
ISBN 13 
9786206751489
Einband
Taschenbuch
Anzahl der Seiten
176
Kontakt zum Hersteller
Nicht verfügbar
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