Modified Artificial Ecosystem-Based Optimization for Multilevel Thresholding Image Segmentation

Modified Artificial Ecosystem-Based Optimization for Multilevel Thresholding Image Segmentation

Dades bibliogràfiques
Parent link:	Mathematics Vol. 9, iss. 19.— 2021.— [2363, 25 p.]
Autor corporatiu:	Национальный исследовательский Томский политехнический университет Инженерная школа информационных технологий и робототехники Отделение информационных технологий
Altres autors:	Ewees A. A. Ahmed, Abualigah L. Laith, Yousri D. Dalia, Sahlol A. T. Ahmed, Al-qaness M. A. A. Mohammed, Alshathri S. Samah, Mokhamed Elsaed (Mohamed Abd Elaziz) A. M. Akhmed Mokhamed
Sumari:	Title screen Multilevel thresholding is one of the most effective image segmentation methods, due to its efficiency and easy implementation. This study presents a new multilevel thresholding method based on a modified artificial ecosystem-based optimization (AEO). The differential evolution (DE) is applied to overcome the shortcomings of the original AEO. The main idea of the proposed method, artificial ecosystem-based optimization differential evolution (AEODE), is to employ the operators of the DE as a local search of the AEO to improve the ecosystem of solutions. We used benchmark images to test the performance of the AEODE, and we compared it to several existing approaches. The proposed AEODE achieved a high performance when evaluated by the structural similarity index (SSIM), peak signal-to-noise ratio (PSNR), and fitness values. Moreover, the AEODE outperformed the basic version of the AEO concerning SSIM and PSNR by 78% and 82%, respectively, which reserves the best features for each of AEO and DE.
Publicat:	2021
Matèries:	электронный ресурс труды учёных ТПУ image segmentation multilevel thresholding artificial ecosystem-based optimization (AEO) differential evolution (DE) optimization algorithms сегментация изображения обработка оптимизация экосистемы эволюция алгоритмы
Accés en línia:	https://doi.org/10.3390/math9192363
Format:	Electrònic Capítol de llibre
KOHA link:	https://koha.lib.tpu.ru/cgi-bin/koha/opac-detail.pl?biblionumber=667751

Ítems similars

Boosting Marine Predators Algorithm by Salp Swarm Algorithm for Multilevel Thresholding Image Segmentation
Publicat: (2022)

Quantum marine predators algorithm for addressing multilevel image segmentation
Publicat: (2021)

An efficient multi-thresholding based COVID-19 CT images segmentation approach using an improved equilibrium optimizer
Publicat: (2022)

Identification of apple diseases in digital images by using the Gaining-sharing knowledge-based algorithm for multilevel thresholding
Publicat: (2022)

Improving the segmentation of magnetic resonance brain images using the LSHADE optimization algorithm
Publicat: (2021)

Advanced optimization technique for scheduling IoT tasks in cloud-fog computing environments
per: Mokhamed Elsaed A. M. Akhmed Mokhamed
Publicat: (2021)

Quantum Henry gas solubility optimization algorithm for global optimization
Publicat: (2022)

Meta-heuristic optimization algorithms for solving real-world mechanical engineering design problems: a comprehensive survey, applications, comparative analysis, and results
Publicat: (2022)

A multi-level thresholding method for breast thermograms analysis using Dragonfly algorithm
Publicat: (2019)

A Cumulative Sums Algorithm for Segmentation of Digital X-ray Images
per: Vorobeychikov S. E. Sergey Erikovich
Publicat: (2019)

Estimating the efficiency of two algorithms for segmentation of digital radiation images of test objects
Publicat: (2017)

Optimization of the LaBr3 detector model using differential evolution algorithms
Publicat: (2025)

EWOA-OPF: Effective Whale Optimization Algorithm to Solve Optimal Power Flow Problem
Publicat: (2021)

Lung region segmentation based on computer tomographic images
per: Natzina Juanita Francis
Publicat: (2017)

Sine Cosine Algorithm for Optimization
per: Bansal, Jagdish Chand, et al.
Publicat: (2023)

Applied Multi-objective Optimization
Publicat: (2024)

Nature-Inspired Metaheuristic Algorithms for Engineering Optimization Applications
Publicat: (2021)

Discrete Cuckoo Search for Combinatorial Optimization
per: Ouaarab, Aziz
Publicat: (2020)

Opposition-based moth swarm algorithm
Publicat: (2021)

Applied Optimization and Swarm Intelligence
Publicat: (2021)

Optimization in Machine Learning and Applications
Publicat: (2020)

Black hole algorithm: A comprehensive survey
Publicat: (2022)

Research on lung tumor image segmentation algorithm based on U⁃Net
per: Ван Юйцянь
Publicat: (2025)

Performance of Gradient-Based Optimizer on Charging Station Placement Problem
Publicat: (2021)

Applied Genetic Algorithm and Its Variants Case Studies and New Developments /
Publicat: (2023)

Enhancing the contrast of the grey-scale image based on meta-heuristic optimization algorithm
Publicat: (2022)

Biogeography-Based Optimization: Algorithms and Applications
per: Zheng, Yujun, et al.
Publicat: (2019)

Frontiers in Nature-Inspired Industrial Optimization
Publicat: (2022)

Applications of Cuckoo Search Algorithm and its Variants
Publicat: (2021)

Applications of Firefly Algorithm and its Variants Case Studies and New Developments /
Publicat: (2020)

Control Strategies for Non-minimum Phase Systems
per: Yadav, Manish, et al.
Publicat: (2025)

Pipeline used for segmentation of organs in the human body using medical imaging interaction toolkit (MITK)
per: Toro Mohammed Lawa l
Publicat: (2023)

MTV-MFO: Multi-Trial Vector-Based Moth-Flame Optimization Algorithm
Publicat: (2021)

Modified whale optimization algorithm for solving unrelated parallel machine scheduling problems
per: Al-qaness Mohammed A. A.
Publicat: (2021)

Application of random search algorithms at optimization of electric energy quality in networks of stationary railway enterprises
per: Avilov V. D.
Publicat: (2007)

Frontier Applications of Nature Inspired Computation
Publicat: (2020)

Applied Nonlinear Analysis and Soft Computing Proceedings of ANASC 2020 /
Publicat: (2023)

Genetic and Evolutionary Computing Proceedings of the Fourteenth International Conference on Genetic and Evolutionary Computing, October 21-23, 2021, Jilin, China /
Publicat: (2022)

Differential Evolution: From Theory to Practice
Publicat: (2022)

Analysis and segmentation of market gadgets for a better night's sleep
per: Sabirova D. T. Diana Tagirovna
Publicat: (2017)