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Multilevel Threshold Segmentation of Skin Lesions in Color Images Using Coronavirus Optimization Algorithm
Faculty
Computer Science
Year:
2023
Type of Publication:
ZU Hosted
Pages:
1-30
Authors:
Khalied Mohamed Hosny
Staff Zu Site
Abstract In Staff Site
Journal:
Diagnostics MDPI
Volume:
13
Keywords :
Multilevel Threshold Segmentation , Skin Lesions , Color
Abstract:
Skin Cancer (SC) is among the most hazardous due to its high mortality rate. Therefore, early detection of this disease would be very helpful in the treatment process. Multilevel Thresholding (MLT) is widely used for extracting regions of interest from medical images. Therefore, this paper utilizes the recent Coronavirus Disease Optimization Algorithm (COVIDOA) to address the MLT issue of SC images utilizing the hybridization of Otsu, Kapur, and Tsallis as fitness functions. Various SC images are utilized to validate the performance of the proposed algorithm. The proposed algorithm is compared to the following five meta-heuristic algorithms: Arithmetic Optimization Algorithm (AOA), Sine Cosine Algorithm (SCA), Reptile Search Algorithm (RSA), Flower Pollination Algorithm (FPA), Seagull Optimization Algorithm (SOA), and Artificial Gorilla Troops Optimizer (GTO) to prove its superiority. The performance of all algorithms is evaluated using a variety of measures, such as Mean Square Error (MSE), Peak Signal-To-Noise Ratio (PSNR), Feature Similarity Index Metric (FSIM), and Normalized Correlation Coefficient (NCC). The results of the experiments prove that the proposed algorithm surpasses several competing algorithms in terms of MSE, PSNR, FSIM, and NCC segmentation metrics and successfully solves the segmentation issue.
Author Related Publications
Khalied Mohamed Hosny, "SEMANTIC REPRESENTATION OF MUSIC DATABASE USING NEW ONTOLOGY-BASED SYSTEM", Journal of Theoretical and Applied Information Technology, 2020
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Khalied Mohamed Hosny, "Building a New Semantic Social Network Using Semantic Web-Based Techniques", ِASPG, 2021
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Khalied Mohamed Hosny, "New Graphical Ultimate Processor for Mapping Relational Database to Resource Description Framework", IEEE, 2022
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Khalied Mohamed Hosny, "Fast computation of accurate Zernike moments", Springer, 2008
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Khalied Mohamed Hosny, "Accurate Computation of QPCET for Color Images in Different Coordinate Systems", SPIE, 2017
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Department Related Publications
Walid Ibrahim Ibrahim Khedr, "On the Security of Anonymous Authentication Protocol for Mobile Pay-TV", Scientific Research Publishing USA, 2015
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Khalied Mohamed Hosny, "Highly accurate and numerically stable higher order QPCET moments for color image representation", Elsevier, 2017
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Khalied Mohamed Hosny, "Robust color image watermarking using invariant quaternion Legendre-Fourier moments", Springer, 2018
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Nabil Ali Mohamed Lashen, "Copy-for-duplication forgery detection in colour images using QPCETMs and subimage approach", IET Image processing, 2019
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Nabil Ali Mohamed Lashen, "A hybrid Technique for Data Compression", International Journal of Digital Content Technology and its Applications (JDCTA), 2015
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