Performance optimization of water cycle algorithm for multilevel lupus nephritis image segmentation

Shuhui Hao,Changcheng Huang,Ali Asghar Heidari,Zhangze Xu,Huiling Chen,Maha M. Althobaiti,Romany F. Mansour,Xiaowei Chen

Biomedical Signal Processing and Control（2023）

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摘要

•An enhanced water cycle algorithm (SCWCA) incorporated with Renyi's entropy is proposed for image segmentation.•Sine initialization strategy (SS) and covariance matrix adaptive evolutionary strategy (CMA-ES) are introduced to improve WCA.•SCWCA is compared with other state-of-art algorithms on CEC2014 benchmark functions.•SCWCA is compared with other excellent peers on nine lupus nephritis images.•The excellent performance of the proposed method is demonstrated statistically.

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关键词

Meta-heuristic algorithms,Water cycle algorithm,Multi-threshold image segmentation,Optimization,Lupus nephritis

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