Lévy–Cauchy arithmetic optimization algorithm combined with rough K-means for image segmentation
Rough K-Means (RKM) is a well-known unsupervised clustering algorithm based on rough set logic that is utilized in a wide range of applications. However, when dealing with complex problems like image segmentation, it is frequently trapped in local optima during execution, resulting in undesirable se...
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| Published in: | Applied soft computing Vol. 140; p. 110268 |
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| Main Authors: | , , |
| Format: | Journal Article |
| Language: | English |
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Elsevier B.V
01.06.2023
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| ISSN: | 1568-4946, 1872-9681 |
| Online Access: | Get full text |
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| Abstract | Rough K-Means (RKM) is a well-known unsupervised clustering algorithm based on rough set logic that is utilized in a wide range of applications. However, when dealing with complex problems like image segmentation, it is frequently trapped in local optima during execution, resulting in undesirable segmentation results. To handle the issue in a realistic computing time, this study develops a Lévy–Cauchy Arithmetic Optimization Algorithm (LCAOA), an enhanced form of AOA, for performing rough clustering. The Levy flight and Cauchy distribution help in exploration and exploitation, respectively, in the proposed LCAOA. Therefore, well-balanced exploration and exploitation have been incorporated into LCAOA, which is a major problem of classical AOA. Opposition-based learning is also incorporated into LCAOA to maintain an efficient population during the optimization process. As the segmentation efficacy is somewhat dependent on the selection of color spaces caused by the non-illumination of regions, the suggested method employs the CIELab color space. The suggested method is compared to conventional and Nature-Inspired Optimization Algorithms (NIOA)-based state-of-the-art image segmentation techniques over traditional color images, color pathology images, and leaf images. The proposed clustering methodology outperforms all other examined clustering algorithms, according to the results of the experiments. For example, proposed LCAOA-based rough clustering gives average Feature Similarity Index (FSIM) values of 0.9513, 0.9688, and 0.9769 for traditional color images with 4, 6, and 8 clusters, respectively. The proposed technique is associated with an average FSIM value of 0.9525 for cluster number 2 in images of oral pathology. Lastly, for leaf images, the proposed approach yields a mean FSIM value of 0.9759 with an accuracy of greater than 97% for cluster number 2.
•Arithmetic Optimization Algorithm (AOA) based rough clustering has been introduced.•Enhancement of AOA is performed by Lévy–Cauchy based mutation.•Opposition based learning is also incorporated into AOA.•The proposed clustering method uses CIELab color space.•The proposed method is compared against state-of-art segmentation methods. |
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| AbstractList | Rough K-Means (RKM) is a well-known unsupervised clustering algorithm based on rough set logic that is utilized in a wide range of applications. However, when dealing with complex problems like image segmentation, it is frequently trapped in local optima during execution, resulting in undesirable segmentation results. To handle the issue in a realistic computing time, this study develops a Lévy–Cauchy Arithmetic Optimization Algorithm (LCAOA), an enhanced form of AOA, for performing rough clustering. The Levy flight and Cauchy distribution help in exploration and exploitation, respectively, in the proposed LCAOA. Therefore, well-balanced exploration and exploitation have been incorporated into LCAOA, which is a major problem of classical AOA. Opposition-based learning is also incorporated into LCAOA to maintain an efficient population during the optimization process. As the segmentation efficacy is somewhat dependent on the selection of color spaces caused by the non-illumination of regions, the suggested method employs the CIELab color space. The suggested method is compared to conventional and Nature-Inspired Optimization Algorithms (NIOA)-based state-of-the-art image segmentation techniques over traditional color images, color pathology images, and leaf images. The proposed clustering methodology outperforms all other examined clustering algorithms, according to the results of the experiments. For example, proposed LCAOA-based rough clustering gives average Feature Similarity Index (FSIM) values of 0.9513, 0.9688, and 0.9769 for traditional color images with 4, 6, and 8 clusters, respectively. The proposed technique is associated with an average FSIM value of 0.9525 for cluster number 2 in images of oral pathology. Lastly, for leaf images, the proposed approach yields a mean FSIM value of 0.9759 with an accuracy of greater than 97% for cluster number 2.
•Arithmetic Optimization Algorithm (AOA) based rough clustering has been introduced.•Enhancement of AOA is performed by Lévy–Cauchy based mutation.•Opposition based learning is also incorporated into AOA.•The proposed clustering method uses CIELab color space.•The proposed method is compared against state-of-art segmentation methods. |
| ArticleNumber | 110268 |
| Author | Dutta, Animesh Das, Arunita Namtirtha, Amrita |
| Author_xml | – sequence: 1 givenname: Arunita orcidid: 0000-0002-9173-2789 surname: Das fullname: Das, Arunita email: arunita17@gmail.com organization: Department of Computer Science and Application, Midnapore College (Autonomous), Paschim Medinipur, West Bengal, 721101, India – sequence: 2 givenname: Amrita surname: Namtirtha fullname: Namtirtha, Amrita email: namtirtha.asansol@gmail.com organization: Department of Computer Sc. & Engineering, JIS College of Engineering, Kalyani, Nadia, 741235, India – sequence: 3 givenname: Animesh surname: Dutta fullname: Dutta, Animesh email: animesh@cse.nitdgp.ac.in organization: Department of Computer Science and Engineering, National Institute of Technology Durgapur, Durgapur, West Bengal, 713209, India |
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| Cites_doi | 10.1016/j.eswa.2020.113989 10.1007/s10586-021-03304-5 10.1007/s42452-020-04110-1 10.1016/j.eswa.2017.02.035 10.1109/TEVC.2007.894200 10.1126/science.1242072 10.3390/jimaging3040061 10.1007/s11227-021-04015-9 10.1016/0377-0427(87)90125-7 10.1016/j.micron.2011.03.003 10.1016/j.patcog.2006.02.002 10.1016/j.patrec.2015.10.013 10.1007/s40998-019-00175-w 10.1007/s10916-010-9550-8 10.3233/IDA-194485 10.1016/j.knosys.2021.107139 10.1016/j.swevo.2018.10.013 10.1016/j.eswa.2020.114121 10.1016/j.engappai.2022.104709 10.1023/A:1011219918340 10.1016/j.eswa.2020.113377 10.1016/j.cma.2020.113609 10.1007/s00521-019-04585-z 10.18690/978-961-286-516-0.5 10.1007/s10732-008-9080-4 10.1016/0098-3004(84)90020-7 10.1016/j.dib.2020.105114 10.1016/j.cma.2022.114901 10.1016/j.knosys.2021.106814 10.1007/s10489-021-02377-4 10.1016/j.procs.2017.09.100 10.1007/s10922-022-09653-9 10.1007/s11831-019-09334-y 10.1016/j.eswa.2020.114142 10.1016/j.knosys.2021.108008 10.1080/08839514.2018.1508807 10.1016/j.knosys.2015.12.022 10.1016/j.eswa.2020.114063 10.1016/j.compbiolchem.2020.107247 10.1016/j.eswa.2021.115253 10.1049/iet-ipr.2010.0122 10.1109/ACCESS.2019.2934994 10.1016/j.knosys.2019.105190 10.1023/B:JIIS.0000029668.88665.1a 10.3390/electronics9010188 10.3390/a13110283 10.1007/978-3-030-40977-7_18 10.1016/j.engappai.2021.104209 10.1016/j.asoc.2020.106318 10.1016/j.patrec.2014.11.009 10.1109/TFUZZ.2019.2930030 10.1016/j.eswa.2020.114327 10.1016/j.enganabound.2022.01.014 10.1016/j.advengsoft.2022.103282 10.1007/s11042-020-09635-6 10.3390/pr9071155 10.1002/int.22535 10.1080/01431161.2017.1368102 10.1134/S1054661820040100 10.1007/s00366-021-01369-9 10.1016/j.eswa.2021.114607 10.1016/j.inpa.2018.09.005 10.1016/j.patrec.2004.05.007 10.1016/j.asoc.2017.02.005 10.1007/s00521-020-05368-7 |
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| References | Tiwari, Jain (b26) 2020; 13 Das, Namtirtha, Dutta (b13) 2022; 239 Abdollahzadeh, Gharehchopogh, Khodadadi, Mirjalili (b68) 2022; 174 Kaufman, Rousseeuw (b78) 2009 Singh, Bala (b25) 2021; 164 Faramarzi, Heidarinejad, Stephens, Mirjalili (b65) 2020; 191 Pakhira (b5) 2015; 28 Dhal, Das, Ray, Galvez, Das (b2) 2020; 27 Dhal, Das, Gálvez, Ray, Das (b47) 2020; 30 Abualigah, Diabat, Mirjalili, Abd Elaziz, Gandomi (b44) 2021; 376 Gharehchopogh, Abdollahzadeh (b91) 2022; 25 Hung, Purnawan (b33) 2008 Dhal, Gálvez, Ray, Das, Das (b20) 2020 Krishnan, Shah, Chakraborty, Ray (b84) 2012; 36 Bong, Rajeswari (b1) 2012; 6 Li, Wang, Hao, Zhang, Wang (b67) 2022 Gharehchopogh (b90) 2022 Tongbram, Shimray, Singh, Dhanachandra (b22) 2021 Abualigah, Almotairi, Abd Elaziz, Shehab, Altalhi (b42) 2022; 138 Abdellahoum, Mokhtari, Brahimi, Boukra (b32) 2021; 166 Dhal, Das, Ray, Sarkar, Gálvez (b6) 2021 Minervini, Fischbach, Scharr, Tsaftaris (b86) 2016; 81 Wu, Cao (b29) 2021; 169 Ghafori, Gharehchopogh (b94) 2021 Lingras (b35) 2001; 16 Tanabe, Fukunaga (b61) 2014 Abdollahzadeh, Gharehchopogh (b95) 2022; 38 Zhi, Liu (b21) 2020; 38 Lingras, West (b7) 2004; 23 Abedi, Gharehchopogh (b52) 2020; 24 . Abualigah, Diabat, Sumari, Gandomi (b41) 2021; 9 Patra, Si, Mondal, Mukherjee (b40) 2022 Mohamed, Hadi, Mohamed, Agrawal, Kumar, Suganthan (b60) 2020 Lei, Liu, Jia, Zhang, Meng, Nandi (b77) 2019; 28 Yang, Deb (b48) 2009 Peters (b8) 2006; 39 Rahman, Mahanta, Das, Sarma (b82) 2020; 29 Kumar, Domnic (b87) 2019; 6 Kumar, Domnic (b88) 2020; 31 Mitra (b37) 2004; 25 Yu, Xu, Li (b54) 2021; 226 Long, Jiao, Liang, Cai, Xu (b57) 2019; 7 Fouad, Randell, Galton, Mehanna, Landini (b85) 2017; 3 Thanh, Erkan, Prasath, Kumar, Hien (b74) 2019 Abdollahzadeh, Soleimanian Gharehchopogh, Mirjalili (b69) 2021; 36 Dash, Londhe, Ghosh, Shrivastava, Sonawane (b28) 2020; 86 Peters, Lampart, Weber (b38) 2008 Qiao, Liu, Xue, Tang, Salehnia (b39) 2022 Vishnoi, Jain, Sharma (b23) 2019 Dhal, Ray, Das, Biswas, Ghosh (b3) 2019; 43 Krishnan, Choudhary, Chakraborty, Ray, Paul (b83) 2011; 42 Rapaka, Kumar, Katta, Lakshminarayana, Kumar (b30) 2021; 3 Stanovov, Akhmedova, Semenkin (b66) 2020; 13 Gharehchopogh (b92) 2022 Fred, Kumar, Padmanaban, Gulyas, Kumar (b27) 2020 Bezdek, Ehrlich, Full (b4) 1984; 10 James, Lam, Li (b49) 2012 Kennedy, Eberhart (b71) 1995 Sarkar, Das, Chaudhuri (b43) 2015; 54 Dobe, Sarkar, Halder (b10) 2019 Dhal, Das, Ray, Gálvez (b75) 2021; 216 Rahnamayan, Tizhoosh, Salama (b59) 2008; 12 Viktorin, Senkerik, Pluhacek, Kadavy, Zamuda (b63) 2019; 50 Rousseeuw (b79) 1987; 20 Yang (b70) 2010 Inbarani H, Azar (b11) 2020; 9 Wang, Wang, Fang, Yang (b31) 2020; 92 Rodriguez, Laio (b76) 2014; 344 Muthusamy, Ravindran, Yaacob, Polat (b55) 2021; 172 Kumar, Satyanarayana, Prasad (b9) 2021; 80 Suresh, Lal (b58) 2017; 55 Yadav, Saraswat (b16) 2022; 111 Naseri, Gharehchopogh (b93) 2022; 30 Goldanloo, Gharehchopogh (b53) 2022; 78 Chawla, Duhan (b46) 2018; 32 Wei, Wang, Si, Tan, Lu (b14) 2021; 101 Narmatha, Eljack, Tuka, Manimurugan, Mustafa (b24) 2020 Faramarzi, Heidarinejad, Mirjalili, Gandomi (b64) 2020; 152 Verma, Verma, Tiwari (b73) 2021; 167 Wang, Luo (b34) 2013 Lingras (b36) 2009 Li, Zhang, Zhang, Li, Cropp (b17) 2017; 38 Houssein, Mahdy, Fathy, Rezk (b56) 2021; 183 Brest, Maučec, Bošković (b62) 2017 Dhal, Galvez, Das (b19) 2020; 32 Jegou, Douze, Schmid (b81) 2008 Hu, Zhong, Du, Wei (b45) 2022; 394 Salgotra, Singh (b51) 2017; 79 A. Das, D. Ghosal, K.G. Dhal, Leaf Segmentation of Rosette Plants using Rough K-Means in CIELab Color Space, in: Proceedings of the 2021 7th Student Computer Science Research Conference, 2021, p. 19 Raj, Minz (b12) 2020 Kapoor, Zeya, Singhal, Nanda (b15) 2017; 115 Ray, Das, Dhal, Gálvez, Naskar (b50) 2021; 33 Mirjalili (b72) 2016; 96 García, Molina, Lozano, Herrera (b80) 2009; 15 Chakraborty, Mali (b18) 2021; 167 Narmatha (10.1016/j.asoc.2023.110268_b24) 2020 Lingras (10.1016/j.asoc.2023.110268_b35) 2001; 16 Goldanloo (10.1016/j.asoc.2023.110268_b53) 2022; 78 Mohamed (10.1016/j.asoc.2023.110268_b60) 2020 Minervini (10.1016/j.asoc.2023.110268_b86) 2016; 81 Yadav (10.1016/j.asoc.2023.110268_b16) 2022; 111 Ghafori (10.1016/j.asoc.2023.110268_b94) 2021 Abualigah (10.1016/j.asoc.2023.110268_b44) 2021; 376 Ray (10.1016/j.asoc.2023.110268_b50) 2021; 33 Zhi (10.1016/j.asoc.2023.110268_b21) 2020; 38 Mitra (10.1016/j.asoc.2023.110268_b37) 2004; 25 Thanh (10.1016/j.asoc.2023.110268_b74) 2019 Dhal (10.1016/j.asoc.2023.110268_b6) 2021 Sarkar (10.1016/j.asoc.2023.110268_b43) 2015; 54 Brest (10.1016/j.asoc.2023.110268_b62) 2017 Salgotra (10.1016/j.asoc.2023.110268_b51) 2017; 79 Fouad (10.1016/j.asoc.2023.110268_b85) 2017; 3 Wei (10.1016/j.asoc.2023.110268_b14) 2021; 101 Lei (10.1016/j.asoc.2023.110268_b77) 2019; 28 Muthusamy (10.1016/j.asoc.2023.110268_b55) 2021; 172 Long (10.1016/j.asoc.2023.110268_b57) 2019; 7 Gharehchopogh (10.1016/j.asoc.2023.110268_b91) 2022; 25 Rapaka (10.1016/j.asoc.2023.110268_b30) 2021; 3 Abualigah (10.1016/j.asoc.2023.110268_b42) 2022; 138 Lingras (10.1016/j.asoc.2023.110268_b7) 2004; 23 Rodriguez (10.1016/j.asoc.2023.110268_b76) 2014; 344 10.1016/j.asoc.2023.110268_b89 Dhal (10.1016/j.asoc.2023.110268_b20) 2020 Chawla (10.1016/j.asoc.2023.110268_b46) 2018; 32 Mirjalili (10.1016/j.asoc.2023.110268_b72) 2016; 96 Abualigah (10.1016/j.asoc.2023.110268_b41) 2021; 9 Das (10.1016/j.asoc.2023.110268_b13) 2022; 239 Yang (10.1016/j.asoc.2023.110268_b48) 2009 Gharehchopogh (10.1016/j.asoc.2023.110268_b92) 2022 Pakhira (10.1016/j.asoc.2023.110268_b5) 2015; 28 Li (10.1016/j.asoc.2023.110268_b67) 2022 Dhal (10.1016/j.asoc.2023.110268_b75) 2021; 216 Krishnan (10.1016/j.asoc.2023.110268_b83) 2011; 42 Dhal (10.1016/j.asoc.2023.110268_b19) 2020; 32 Singh (10.1016/j.asoc.2023.110268_b25) 2021; 164 Kennedy (10.1016/j.asoc.2023.110268_b71) 1995 Kumar (10.1016/j.asoc.2023.110268_b87) 2019; 6 Stanovov (10.1016/j.asoc.2023.110268_b66) 2020; 13 Hu (10.1016/j.asoc.2023.110268_b45) 2022; 394 Bong (10.1016/j.asoc.2023.110268_b1) 2012; 6 Faramarzi (10.1016/j.asoc.2023.110268_b65) 2020; 191 Tiwari (10.1016/j.asoc.2023.110268_b26) 2020; 13 Wu (10.1016/j.asoc.2023.110268_b29) 2021; 169 Rahman (10.1016/j.asoc.2023.110268_b82) 2020; 29 Naseri (10.1016/j.asoc.2023.110268_b93) 2022; 30 Peters (10.1016/j.asoc.2023.110268_b8) 2006; 39 Abdellahoum (10.1016/j.asoc.2023.110268_b32) 2021; 166 Abedi (10.1016/j.asoc.2023.110268_b52) 2020; 24 Dobe (10.1016/j.asoc.2023.110268_b10) 2019 Rahnamayan (10.1016/j.asoc.2023.110268_b59) 2008; 12 Faramarzi (10.1016/j.asoc.2023.110268_b64) 2020; 152 Bezdek (10.1016/j.asoc.2023.110268_b4) 1984; 10 Inbarani H (10.1016/j.asoc.2023.110268_b11) 2020; 9 Dash (10.1016/j.asoc.2023.110268_b28) 2020; 86 Raj (10.1016/j.asoc.2023.110268_b12) 2020 Houssein (10.1016/j.asoc.2023.110268_b56) 2021; 183 Verma (10.1016/j.asoc.2023.110268_b73) 2021; 167 Krishnan (10.1016/j.asoc.2023.110268_b84) 2012; 36 James (10.1016/j.asoc.2023.110268_b49) 2012 Kaufman (10.1016/j.asoc.2023.110268_b78) 2009 Chakraborty (10.1016/j.asoc.2023.110268_b18) 2021; 167 Suresh (10.1016/j.asoc.2023.110268_b58) 2017; 55 Li (10.1016/j.asoc.2023.110268_b17) 2017; 38 Tanabe (10.1016/j.asoc.2023.110268_b61) 2014 Viktorin (10.1016/j.asoc.2023.110268_b63) 2019; 50 Abdollahzadeh (10.1016/j.asoc.2023.110268_b68) 2022; 174 Fred (10.1016/j.asoc.2023.110268_b27) 2020 Lingras (10.1016/j.asoc.2023.110268_b36) 2009 Dhal (10.1016/j.asoc.2023.110268_b47) 2020; 30 Yang (10.1016/j.asoc.2023.110268_b70) 2010 Kumar (10.1016/j.asoc.2023.110268_b88) 2020; 31 Qiao (10.1016/j.asoc.2023.110268_b39) 2022 Dhal (10.1016/j.asoc.2023.110268_b2) 2020; 27 Abdollahzadeh (10.1016/j.asoc.2023.110268_b69) 2021; 36 Kumar (10.1016/j.asoc.2023.110268_b9) 2021; 80 Hung (10.1016/j.asoc.2023.110268_b33) 2008 Peters (10.1016/j.asoc.2023.110268_b38) 2008 Patra (10.1016/j.asoc.2023.110268_b40) 2022 Abdollahzadeh (10.1016/j.asoc.2023.110268_b95) 2022; 38 Tongbram (10.1016/j.asoc.2023.110268_b22) 2021 Wang (10.1016/j.asoc.2023.110268_b31) 2020; 92 Dhal (10.1016/j.asoc.2023.110268_b3) 2019; 43 García (10.1016/j.asoc.2023.110268_b80) 2009; 15 Vishnoi (10.1016/j.asoc.2023.110268_b23) 2019 Rousseeuw (10.1016/j.asoc.2023.110268_b79) 1987; 20 Yu (10.1016/j.asoc.2023.110268_b54) 2021; 226 Jegou (10.1016/j.asoc.2023.110268_b81) 2008 Kapoor (10.1016/j.asoc.2023.110268_b15) 2017; 115 Wang (10.1016/j.asoc.2023.110268_b34) 2013 Gharehchopogh (10.1016/j.asoc.2023.110268_b90) 2022 |
| References_xml | – volume: 115 start-page: 415 year: 2017 end-page: 422 ident: b15 article-title: A grey wolf optimizer based automatic clustering algorithm for satellite image segmentation publication-title: Procedia Comput. Sci. – volume: 36 start-page: 5887 year: 2021 end-page: 5958 ident: b69 article-title: Artificial gorilla troops optimizer: a new nature-inspired metaheuristic algorithm for global optimization problems publication-title: Int. J. Intell. Syst. – volume: 36 start-page: 865 year: 2012 end-page: 881 ident: b84 article-title: Statistical analysis of textural features for improved classification of oral histopathological images publication-title: J. Med. Syst. – year: 2020 ident: b60 article-title: Problem definitions and evaluation criteria for the CEC 2021 special session and competition on single objective bound constrained numerical optimization – volume: 27 start-page: 855 year: 2020 end-page: 888 ident: b2 article-title: Nature-inspired optimization algorithms and their application in multi-thresholding image segmentation publication-title: Arch. Comput. Methods Eng. – start-page: 1942 year: 1995 end-page: 1948 ident: b71 article-title: Particle swarm optimization publication-title: Proceedings of ICNN’95-International Conference on Neural Networks, vol. 4 – start-page: 1 year: 2022 end-page: 26 ident: b90 article-title: An improved tunicate swarm algorithm with best-random mutation strategy for global optimization problems publication-title: J. Bionic Eng. – start-page: 68 year: 2009 end-page: 75 ident: b36 article-title: Evolutionary rough K-means clustering publication-title: International Conference on Rough Sets and Knowledge Technology – volume: 226 year: 2021 ident: b54 article-title: Opposition-based learning grey wolf optimizer for global optimization publication-title: Knowl.-Based Syst. – start-page: 116 year: 2019 end-page: 120 ident: b74 article-title: A skin lesion segmentation method for dermoscopic images based on adaptive thresholding with normalization of color models publication-title: 2019 6th International Conference on Electrical and Electronics Engineering – start-page: 65 year: 2010 end-page: 74 ident: b70 article-title: A new metaheuristic bat-inspired algorithm publication-title: Nature Inspired Cooperative Strategies for Optimization (NICSO 2010) – volume: 38 start-page: 3647 year: 2020 end-page: 3655 ident: b21 article-title: Gray image segmentation based on fuzzy c-means and artificial bee colony optimization publication-title: J. Intell. Fuzzy Systems – volume: 6 start-page: 233 year: 2019 end-page: 246 ident: b87 article-title: Image based leaf segmentation and counting in rosette plants publication-title: Inform. Process. Agriculture – volume: 183 year: 2021 ident: b56 article-title: A modified marine predator algorithm based on opposition based learning for tracking the global MPP of shaded PV system publication-title: Expert Syst. Appl. – volume: 32 start-page: 3059 year: 2020 end-page: 3077 ident: b19 article-title: Toward the modification of flower pollination algorithm in clustering-based image segmentation publication-title: Neural Comput. Appl. – volume: 13 start-page: 283 year: 2020 ident: b66 article-title: Differential evolution with linear bias reduction in parameter adaptation publication-title: Algorithms – volume: 80 start-page: 6939 year: 2021 end-page: 6957 ident: b9 article-title: An improved Gabor wavelet transform and rough K-means clustering algorithm for MRI brain tumor image segmentation publication-title: Multimedia Tools Appl. – start-page: 327 year: 2022 end-page: 340 ident: b40 article-title: Breast DCE-MRI segmentation for lesion detection by multilevel thresholding using arithmetic optimization algorithm publication-title: Evolution in Computational Intelligence – volume: 6 start-page: 1 year: 2012 end-page: 10 ident: b1 article-title: Multiobjective clustering with metaheuristic: current trends and methods in image segmentation publication-title: IET Image Process. – volume: 96 start-page: 120 year: 2016 end-page: 133 ident: b72 article-title: SCA: a sine cosine algorithm for solving optimization problems publication-title: Knowl.-Based Syst. – start-page: 1658 year: 2014 end-page: 1665 ident: b61 article-title: Improving the search performance of SHADE using linear population size reduction publication-title: 2014 IEEE Congress on Evolutionary Computation – volume: 86 year: 2020 ident: b28 article-title: Swarm intelligence based clustering technique for automated lesion detection and diagnosis of psoriasis publication-title: Comput. Biol. Chem. – volume: 9 start-page: 1155 year: 2021 ident: b41 article-title: A novel evolutionary arithmetic optimization algorithm for multilevel thresholding segmentation of covid-19 ct images publication-title: Processes – volume: 23 start-page: 5 year: 2004 end-page: 16 ident: b7 article-title: Interval set clustering of web users with rough k-means publication-title: J. Intell. Inf. Syst. – start-page: 1632 year: 2013 end-page: 1636 ident: b34 article-title: Rough clustering method based on particle swarm optimization algorithm publication-title: Applied Mechanics and Materials, vol. 325 – volume: 394 year: 2022 ident: b45 article-title: An enhanced hybrid arithmetic optimization algorithm for engineering applications publication-title: Comput. Methods Appl. Mech. Engrg. – volume: 138 start-page: 13 year: 2022 end-page: 29 ident: b42 article-title: Enhanced flow direction arithmetic optimization algorithm for mathematical optimization problems with applications of data clustering publication-title: Eng. Anal. Bound. Elem. – volume: 20 start-page: 53 year: 1987 end-page: 65 ident: b79 article-title: Silhouettes: a graphical aid to the interpretation and validation of cluster analysis publication-title: J. Comput. Appl. Math. – start-page: 1 year: 2022 end-page: 40 ident: b67 article-title: Chaotic arithmetic optimization algorithm publication-title: Appl. Intell. – volume: 30 start-page: 614 year: 2020 end-page: 631 ident: b47 article-title: An overview on nature-inspired optimization algorithms and their possible application in image processing domain publication-title: Pattern Recognit. Image Anal. – volume: 152 year: 2020 ident: b64 article-title: Marine predators algorithm: A nature-inspired metaheuristic publication-title: Expert Syst. Appl. – year: 2019 ident: b23 article-title: An efficient nuclei segmentation method based on roulette wheel whale optimization and fuzzy clustering. Evolutionary Intelligence, 1-12 – year: 2009 ident: b78 article-title: Finding Groups in Data: An Introduction to Cluster Analysis, vol. 344 – volume: 28 start-page: 2078 year: 2019 end-page: 2092 ident: b77 article-title: Automatic fuzzy clustering framework for image segmentation publication-title: IEEE Trans. Fuzzy Syst. – reference: A. Das, D. Ghosal, K.G. Dhal, Leaf Segmentation of Rosette Plants using Rough K-Means in CIELab Color Space, in: Proceedings of the 2021 7th Student Computer Science Research Conference, 2021, p. 19, – volume: 10 start-page: 191 year: 1984 end-page: 203 ident: b4 article-title: FCM: The fuzzy c-means clustering algorithm publication-title: Comput. Geosci. – start-page: 413 year: 2020 end-page: 439 ident: b27 article-title: Fuzzy-crow search optimization for medical image segmentation publication-title: Appl. Hybrid Metaheuristic Algorithms Image Process. – volume: 3 start-page: 1 year: 2021 end-page: 15 ident: b30 article-title: A new segmentation method for non-ideal iris images using morphological reconstruction FCM based on improved DSA publication-title: SN Appl. Sci. – volume: 111 year: 2022 ident: b16 article-title: A novel fuzzy clustering based method for image segmentation in RGB-D images publication-title: Eng. Appl. Artif. Intell. – volume: 216 year: 2021 ident: b75 article-title: Randomly attracted rough firefly algorithm for histogram based fuzzy image clustering publication-title: Knowl.-Based Syst. – volume: 55 start-page: 503 year: 2017 end-page: 522 ident: b58 article-title: Multilevel thresholding based on Chaotic Darwinian Particle Swarm Optimization for segmentation of satellite images publication-title: Appl. Soft Comput. – volume: 29 year: 2020 ident: b82 article-title: Histopathological imaging database for oral cancer analysis publication-title: Data Brief – start-page: 215 year: 2020 end-page: 226 ident: b12 article-title: Spatial rough k-means algorithm for unsupervised multi-spectral classification publication-title: International Conference on Information and Communication Technology for Intelligent Systems – volume: 54 start-page: 27 year: 2015 end-page: 35 ident: b43 article-title: A multilevel color image thresholding scheme based on minimum cross entropy and differential evolution publication-title: Pattern Recognit. Lett. – year: 2022 ident: b39 article-title: A multi-level thresholding image segmentation method using hybrid arithmetic optimization and Harris Hawks optimizer algorithms – volume: 7 start-page: 113810 year: 2019 end-page: 113825 ident: b57 article-title: A random opposition-based learning grey wolf optimizer publication-title: IEEE Access – volume: 166 year: 2021 ident: b32 article-title: CSFCM: An improved fuzzy C-means image segmentation algorithm using a cooperative approach publication-title: Expert Syst. Appl. – start-page: 1 year: 2020 end-page: 9 ident: b24 article-title: A hybrid fuzzy brain-storm optimization algorithm for the classification of brain tumor MRI images publication-title: J. Ambient Intell. Humaniz. Comput. – volume: 92 year: 2020 ident: b31 article-title: Robust fuzzy c-means clustering algorithm with adaptive spatial & intensity constraint and membership linking for noise image segmentation publication-title: Appl. Soft Comput. – start-page: 1 year: 2021 end-page: 15 ident: b22 article-title: A novel image segmentation approach using fcm and whale optimization algorithm publication-title: J. Ambient Intell. Humaniz. Comput. – volume: 38 start-page: 1845 year: 2022 end-page: 1863 ident: b95 article-title: A multi-objective optimization algorithm for feature selection problems publication-title: Eng. Comput. – volume: 3 start-page: 61 year: 2017 ident: b85 article-title: Epithelium and stroma identification in histopathological images using unsupervised and semi-supervised superpixel-based segmentation publication-title: J. Imaging – volume: 50 year: 2019 ident: b63 article-title: Distance based parameter adaptation for success-history based differential evolution publication-title: Swarm Evol. Comput. – volume: 191 year: 2020 ident: b65 article-title: Equilibrium optimizer: A novel optimization algorithm publication-title: Knowl.-Based Syst. – volume: 42 start-page: 632 year: 2011 end-page: 641 ident: b83 article-title: Texture based segmentation of epithelial layer from oral histological images publication-title: Micron – volume: 16 start-page: 215 year: 2001 end-page: 228 ident: b35 article-title: Unsupervised rough set classification using GAs publication-title: J. Intell. Inf. Syst. – volume: 12 start-page: 64 year: 2008 end-page: 79 ident: b59 article-title: Opposition-based differential evolution publication-title: IEEE Trans. Evol. Comput. – volume: 167 year: 2021 ident: b18 article-title: SuFMoFPA: A superpixel and meta-heuristic based fuzzy image segmentation approach to explicate COVID-19 radiological images publication-title: Expert Syst. Appl. – start-page: 585 year: 2008 end-page: 593 ident: b33 article-title: A hybrid rough k-means algorithm and particle swarm optimization for image classification publication-title: Mexican International Conference on Artificial Intelligence – volume: 164 year: 2021 ident: b25 article-title: An unsupervised orthogonal rotation invariant moment based fuzzy C-means approach for the segmentation of brain magnetic resonance images publication-title: Expert Syst. Appl. – volume: 13 start-page: 118 year: 2020 end-page: 138 ident: b26 article-title: Histopathological cells segmentation using exponential grasshopper optimisation algorithm-based fuzzy clustering method publication-title: Int. J. Intell. Inform. Database Syst. – volume: 24 start-page: 309 year: 2020 end-page: 338 ident: b52 article-title: An improved opposition based learning firefly algorithm with dragonfly algorithm for solving continuous optimization problems publication-title: Intell. Data Anal. – volume: 25 start-page: 1981 year: 2022 end-page: 2005 ident: b91 article-title: An efficient harris hawk optimization algorithm for solving the travelling salesman problem publication-title: Cluster Comput. – volume: 43 start-page: 645 year: 2019 end-page: 672 ident: b3 article-title: Hue-preserving and gamut problem-free histopathology image enhancement publication-title: Iranian J. Sci. Technol Trans. Electr. Eng. – volume: 9 start-page: 188 year: 2020 ident: b11 article-title: Leukemia image segmentation using a hybrid histogram-based soft covering rough k-means clustering algorithm publication-title: Electronics – start-page: 1 year: 2012 end-page: 8 ident: b49 article-title: Real-coded chemical reaction optimization with different perturbation functions publication-title: 2012 IEEE Congress on Evolutionary Computation – start-page: 210 year: 2009 end-page: 214 ident: b48 article-title: Cuckoo search via Lévy flights publication-title: 2009 World Congress on Nature & Biologically Inspired Computing (NaBIC) – start-page: 1 year: 2021 end-page: 22 ident: b94 article-title: Advances in spotted hyena optimizer: a comprehensive survey publication-title: Arch. Comput. Methods Eng. – start-page: 661 year: 2019 end-page: 667 ident: b10 article-title: Rough K-means and morphological operation-based brain tumor extraction publication-title: Integrated Intelligent Computing, Communication and Security – volume: 174 year: 2022 ident: b68 article-title: Mountain gazelle optimizer: A new nature-inspired metaheuristic algorithm for global optimization problems publication-title: Adv. Eng. Softw. – volume: 239 year: 2022 ident: b13 article-title: Fuzzy clustering of Acute Lymphoblastic Leukemia images assisted by Eagle strategy and morphological reconstruction publication-title: Knowl.-Based Syst. – start-page: 289 year: 2008 end-page: 306 ident: b38 article-title: Evolutionary rough k-medoid clustering publication-title: Transactions on Rough Sets VIII – volume: 167 year: 2021 ident: b73 article-title: A population based hybrid FCM-PSO algorithm for clustering analysis and segmentation of brain image publication-title: Expert Syst. Appl. – volume: 15 start-page: 617 year: 2009 end-page: 644 ident: b80 article-title: A study on the use of non-parametric tests for analyzing the evolutionary algorithms’ behaviour: a case study on the CEC’2005 special session on real parameter optimization publication-title: J. Heuristics – volume: 30 start-page: 1 year: 2022 end-page: 27 ident: b93 article-title: A feature selection based on the farmland fertility algorithm for improved intrusion detection systems publication-title: J. Netw. Syst. Manage. – volume: 78 start-page: 3998 year: 2022 end-page: 4031 ident: b53 article-title: A hybrid OBL-based firefly algorithm with symbiotic organisms search algorithm for solving continuous optimization problems publication-title: J. Supercomput. – start-page: 304 year: 2008 end-page: 317 ident: b81 article-title: Hamming embedding and weak geometric consistency for large scale image search publication-title: European Conference on Computer Vision – volume: 101 year: 2021 ident: b14 article-title: An image segmentation method based on a modified local-information weighted intuitionistic Fuzzy C-means clustering and gold-panning algorithm publication-title: Eng. Appl. Artif. Intell. – volume: 376 year: 2021 ident: b44 article-title: The arithmetic optimization algorithm publication-title: Comput. Methods Appl. Mech. Engrg. – volume: 31 start-page: 1 year: 2020 end-page: 14 ident: b88 article-title: Rosette plant segmentation with leaf count using orthogonal transform and deep convolutional neural network publication-title: Mach. Vis. Appl. – start-page: 1311 year: 2017 end-page: 1318 ident: b62 article-title: Single objective real-parameter optimization: Algorithm jSO publication-title: 2017 IEEE Congress on Evolutionary Computation – volume: 28 start-page: 35 year: 2015 end-page: 43 ident: b5 article-title: A fast k-means algorithm using cluster shifting to produce compact and separate clusters publication-title: Int. J. Eng. Trans. A Basics – start-page: 1 year: 2021 end-page: 30 ident: b6 article-title: An analytical review on rough set based image clustering publication-title: Arch. Comput. Methods Eng. – volume: 81 start-page: 80 year: 2016 end-page: 89 ident: b86 article-title: Finely-grained annotated datasets for image-based plant phenotyping publication-title: Pattern Recognit. Lett. – reference: . – volume: 39 start-page: 1481 year: 2006 end-page: 1491 ident: b8 article-title: Some refinements of rough k-means clustering publication-title: Pattern Recognit. – volume: 38 start-page: 6970 year: 2017 end-page: 6992 ident: b17 article-title: A novel unsupervised levy flight particle swarm optimization (ULPSO) method for multispectral remote-sensing image classification publication-title: Int. J. Remote Sens. – volume: 172 year: 2021 ident: b55 article-title: An improved elephant herding optimization using sine–cosine mechanism and opposition based learning for global optimization problems publication-title: Expert Syst. Appl. – volume: 33 start-page: 5917 year: 2021 end-page: 5949 ident: b50 article-title: Cauchy with whale optimizer based eagle strategy for multi-level color hematology image segmentation publication-title: Neural Comput. Appl. – start-page: 1 year: 2020 end-page: 29 ident: b20 article-title: Acute lymphoblastic leukemia image segmentation driven by stochastic fractal search publication-title: Multimedia Tools Appl. – volume: 169 year: 2021 ident: b29 article-title: Entropy-like divergence based kernel fuzzy clustering for robust image segmentation publication-title: Expert Syst. Appl. – volume: 79 start-page: 112 year: 2017 end-page: 129 ident: b51 article-title: Application of mutation operators to flower pollination algorithm publication-title: Expert Syst. Appl. – start-page: 1 year: 2022 end-page: 24 ident: b92 article-title: Advances in tree seed algorithm: A comprehensive survey publication-title: Arch. Comput. Methods Eng. – volume: 32 start-page: 802 year: 2018 end-page: 821 ident: b46 article-title: Levy flights in metaheuristics optimization algorithms–a review publication-title: Appl. Artif. Intell. – volume: 25 start-page: 1439 year: 2004 end-page: 1449 ident: b37 article-title: An evolutionary rough partitive clustering publication-title: Pattern Recognit. Lett. – volume: 344 start-page: 1492 year: 2014 end-page: 1496 ident: b76 article-title: Clustering by fast search and find of density peaks publication-title: Science – volume: 164 year: 2021 ident: 10.1016/j.asoc.2023.110268_b25 article-title: An unsupervised orthogonal rotation invariant moment based fuzzy C-means approach for the segmentation of brain magnetic resonance images publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2020.113989 – volume: 25 start-page: 1981 issue: 3 year: 2022 ident: 10.1016/j.asoc.2023.110268_b91 article-title: An efficient harris hawk optimization algorithm for solving the travelling salesman problem publication-title: Cluster Comput. doi: 10.1007/s10586-021-03304-5 – volume: 3 start-page: 1 issue: 1 year: 2021 ident: 10.1016/j.asoc.2023.110268_b30 article-title: A new segmentation method for non-ideal iris images using morphological reconstruction FCM based on improved DSA publication-title: SN Appl. Sci. doi: 10.1007/s42452-020-04110-1 – volume: 79 start-page: 112 year: 2017 ident: 10.1016/j.asoc.2023.110268_b51 article-title: Application of mutation operators to flower pollination algorithm publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2017.02.035 – volume: 12 start-page: 64 issue: 1 year: 2008 ident: 10.1016/j.asoc.2023.110268_b59 article-title: Opposition-based differential evolution publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2007.894200 – volume: 344 start-page: 1492 issue: 6191 year: 2014 ident: 10.1016/j.asoc.2023.110268_b76 article-title: Clustering by fast search and find of density peaks publication-title: Science doi: 10.1126/science.1242072 – volume: 3 start-page: 61 issue: 4 year: 2017 ident: 10.1016/j.asoc.2023.110268_b85 article-title: Epithelium and stroma identification in histopathological images using unsupervised and semi-supervised superpixel-based segmentation publication-title: J. Imaging doi: 10.3390/jimaging3040061 – volume: 78 start-page: 3998 issue: 3 year: 2022 ident: 10.1016/j.asoc.2023.110268_b53 article-title: A hybrid OBL-based firefly algorithm with symbiotic organisms search algorithm for solving continuous optimization problems publication-title: J. Supercomput. doi: 10.1007/s11227-021-04015-9 – volume: 20 start-page: 53 year: 1987 ident: 10.1016/j.asoc.2023.110268_b79 article-title: Silhouettes: a graphical aid to the interpretation and validation of cluster analysis publication-title: J. Comput. Appl. Math. doi: 10.1016/0377-0427(87)90125-7 – volume: 42 start-page: 632 issue: 6 year: 2011 ident: 10.1016/j.asoc.2023.110268_b83 article-title: Texture based segmentation of epithelial layer from oral histological images publication-title: Micron doi: 10.1016/j.micron.2011.03.003 – volume: 39 start-page: 1481 issue: 8 year: 2006 ident: 10.1016/j.asoc.2023.110268_b8 article-title: Some refinements of rough k-means clustering publication-title: Pattern Recognit. doi: 10.1016/j.patcog.2006.02.002 – start-page: 65 year: 2010 ident: 10.1016/j.asoc.2023.110268_b70 article-title: A new metaheuristic bat-inspired algorithm – start-page: 1311 year: 2017 ident: 10.1016/j.asoc.2023.110268_b62 article-title: Single objective real-parameter optimization: Algorithm jSO – volume: 81 start-page: 80 year: 2016 ident: 10.1016/j.asoc.2023.110268_b86 article-title: Finely-grained annotated datasets for image-based plant phenotyping publication-title: Pattern Recognit. Lett. doi: 10.1016/j.patrec.2015.10.013 – volume: 43 start-page: 645 issue: 3 year: 2019 ident: 10.1016/j.asoc.2023.110268_b3 article-title: Hue-preserving and gamut problem-free histopathology image enhancement publication-title: Iranian J. Sci. Technol Trans. Electr. Eng. doi: 10.1007/s40998-019-00175-w – volume: 36 start-page: 865 issue: 2 year: 2012 ident: 10.1016/j.asoc.2023.110268_b84 article-title: Statistical analysis of textural features for improved classification of oral histopathological images publication-title: J. Med. Syst. doi: 10.1007/s10916-010-9550-8 – volume: 24 start-page: 309 issue: 2 year: 2020 ident: 10.1016/j.asoc.2023.110268_b52 article-title: An improved opposition based learning firefly algorithm with dragonfly algorithm for solving continuous optimization problems publication-title: Intell. Data Anal. doi: 10.3233/IDA-194485 – start-page: 1658 year: 2014 ident: 10.1016/j.asoc.2023.110268_b61 article-title: Improving the search performance of SHADE using linear population size reduction – volume: 226 year: 2021 ident: 10.1016/j.asoc.2023.110268_b54 article-title: Opposition-based learning grey wolf optimizer for global optimization publication-title: Knowl.-Based Syst. doi: 10.1016/j.knosys.2021.107139 – volume: 50 year: 2019 ident: 10.1016/j.asoc.2023.110268_b63 article-title: Distance based parameter adaptation for success-history based differential evolution publication-title: Swarm Evol. Comput. doi: 10.1016/j.swevo.2018.10.013 – volume: 167 year: 2021 ident: 10.1016/j.asoc.2023.110268_b73 article-title: A population based hybrid FCM-PSO algorithm for clustering analysis and segmentation of brain image publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2020.114121 – volume: 111 year: 2022 ident: 10.1016/j.asoc.2023.110268_b16 article-title: A novel fuzzy clustering based method for image segmentation in RGB-D images publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2022.104709 – start-page: 116 year: 2019 ident: 10.1016/j.asoc.2023.110268_b74 article-title: A skin lesion segmentation method for dermoscopic images based on adaptive thresholding with normalization of color models – volume: 16 start-page: 215 issue: 3 year: 2001 ident: 10.1016/j.asoc.2023.110268_b35 article-title: Unsupervised rough set classification using GAs publication-title: J. Intell. Inf. Syst. doi: 10.1023/A:1011219918340 – start-page: 1942 year: 1995 ident: 10.1016/j.asoc.2023.110268_b71 article-title: Particle swarm optimization – volume: 152 year: 2020 ident: 10.1016/j.asoc.2023.110268_b64 article-title: Marine predators algorithm: A nature-inspired metaheuristic publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2020.113377 – start-page: 1 year: 2021 ident: 10.1016/j.asoc.2023.110268_b6 article-title: An analytical review on rough set based image clustering publication-title: Arch. Comput. Methods Eng. – volume: 376 year: 2021 ident: 10.1016/j.asoc.2023.110268_b44 article-title: The arithmetic optimization algorithm publication-title: Comput. Methods Appl. Mech. Engrg. doi: 10.1016/j.cma.2020.113609 – volume: 32 start-page: 3059 issue: 8 year: 2020 ident: 10.1016/j.asoc.2023.110268_b19 article-title: Toward the modification of flower pollination algorithm in clustering-based image segmentation publication-title: Neural Comput. Appl. doi: 10.1007/s00521-019-04585-z – start-page: 327 year: 2022 ident: 10.1016/j.asoc.2023.110268_b40 article-title: Breast DCE-MRI segmentation for lesion detection by multilevel thresholding using arithmetic optimization algorithm – start-page: 1 year: 2012 ident: 10.1016/j.asoc.2023.110268_b49 article-title: Real-coded chemical reaction optimization with different perturbation functions – start-page: 1 year: 2022 ident: 10.1016/j.asoc.2023.110268_b92 article-title: Advances in tree seed algorithm: A comprehensive survey publication-title: Arch. Comput. Methods Eng. – ident: 10.1016/j.asoc.2023.110268_b89 doi: 10.18690/978-961-286-516-0.5 – start-page: 68 year: 2009 ident: 10.1016/j.asoc.2023.110268_b36 article-title: Evolutionary rough K-means clustering – volume: 15 start-page: 617 issue: 6 year: 2009 ident: 10.1016/j.asoc.2023.110268_b80 article-title: A study on the use of non-parametric tests for analyzing the evolutionary algorithms’ behaviour: a case study on the CEC’2005 special session on real parameter optimization publication-title: J. Heuristics doi: 10.1007/s10732-008-9080-4 – volume: 10 start-page: 191 issue: 2–3 year: 1984 ident: 10.1016/j.asoc.2023.110268_b4 article-title: FCM: The fuzzy c-means clustering algorithm publication-title: Comput. Geosci. doi: 10.1016/0098-3004(84)90020-7 – volume: 29 year: 2020 ident: 10.1016/j.asoc.2023.110268_b82 article-title: Histopathological imaging database for oral cancer analysis publication-title: Data Brief doi: 10.1016/j.dib.2020.105114 – volume: 394 year: 2022 ident: 10.1016/j.asoc.2023.110268_b45 article-title: An enhanced hybrid arithmetic optimization algorithm for engineering applications publication-title: Comput. Methods Appl. Mech. Engrg. doi: 10.1016/j.cma.2022.114901 – volume: 216 year: 2021 ident: 10.1016/j.asoc.2023.110268_b75 article-title: Randomly attracted rough firefly algorithm for histogram based fuzzy image clustering publication-title: Knowl.-Based Syst. doi: 10.1016/j.knosys.2021.106814 – start-page: 1 year: 2022 ident: 10.1016/j.asoc.2023.110268_b67 article-title: Chaotic arithmetic optimization algorithm publication-title: Appl. Intell. doi: 10.1007/s10489-021-02377-4 – volume: 115 start-page: 415 year: 2017 ident: 10.1016/j.asoc.2023.110268_b15 article-title: A grey wolf optimizer based automatic clustering algorithm for satellite image segmentation publication-title: Procedia Comput. Sci. doi: 10.1016/j.procs.2017.09.100 – volume: 28 start-page: 35 issue: 1 year: 2015 ident: 10.1016/j.asoc.2023.110268_b5 article-title: A fast k-means algorithm using cluster shifting to produce compact and separate clusters publication-title: Int. J. Eng. Trans. A Basics – volume: 30 start-page: 1 issue: 3 year: 2022 ident: 10.1016/j.asoc.2023.110268_b93 article-title: A feature selection based on the farmland fertility algorithm for improved intrusion detection systems publication-title: J. Netw. Syst. Manage. doi: 10.1007/s10922-022-09653-9 – volume: 27 start-page: 855 issue: 3 year: 2020 ident: 10.1016/j.asoc.2023.110268_b2 article-title: Nature-inspired optimization algorithms and their application in multi-thresholding image segmentation publication-title: Arch. Comput. Methods Eng. doi: 10.1007/s11831-019-09334-y – volume: 167 year: 2021 ident: 10.1016/j.asoc.2023.110268_b18 article-title: SuFMoFPA: A superpixel and meta-heuristic based fuzzy image segmentation approach to explicate COVID-19 radiological images publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2020.114142 – volume: 239 year: 2022 ident: 10.1016/j.asoc.2023.110268_b13 article-title: Fuzzy clustering of Acute Lymphoblastic Leukemia images assisted by Eagle strategy and morphological reconstruction publication-title: Knowl.-Based Syst. doi: 10.1016/j.knosys.2021.108008 – volume: 32 start-page: 802 issue: 9–10 year: 2018 ident: 10.1016/j.asoc.2023.110268_b46 article-title: Levy flights in metaheuristics optimization algorithms–a review publication-title: Appl. Artif. Intell. doi: 10.1080/08839514.2018.1508807 – start-page: 1 year: 2021 ident: 10.1016/j.asoc.2023.110268_b22 article-title: A novel image segmentation approach using fcm and whale optimization algorithm publication-title: J. Ambient Intell. Humaniz. Comput. – start-page: 1632 year: 2013 ident: 10.1016/j.asoc.2023.110268_b34 article-title: Rough clustering method based on particle swarm optimization algorithm – volume: 96 start-page: 120 year: 2016 ident: 10.1016/j.asoc.2023.110268_b72 article-title: SCA: a sine cosine algorithm for solving optimization problems publication-title: Knowl.-Based Syst. doi: 10.1016/j.knosys.2015.12.022 – volume: 31 start-page: 1 issue: 1 year: 2020 ident: 10.1016/j.asoc.2023.110268_b88 article-title: Rosette plant segmentation with leaf count using orthogonal transform and deep convolutional neural network publication-title: Mach. Vis. Appl. – year: 2009 ident: 10.1016/j.asoc.2023.110268_b78 – volume: 166 year: 2021 ident: 10.1016/j.asoc.2023.110268_b32 article-title: CSFCM: An improved fuzzy C-means image segmentation algorithm using a cooperative approach publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2020.114063 – start-page: 215 year: 2020 ident: 10.1016/j.asoc.2023.110268_b12 article-title: Spatial rough k-means algorithm for unsupervised multi-spectral classification – volume: 86 year: 2020 ident: 10.1016/j.asoc.2023.110268_b28 article-title: Swarm intelligence based clustering technique for automated lesion detection and diagnosis of psoriasis publication-title: Comput. Biol. Chem. doi: 10.1016/j.compbiolchem.2020.107247 – volume: 183 year: 2021 ident: 10.1016/j.asoc.2023.110268_b56 article-title: A modified marine predator algorithm based on opposition based learning for tracking the global MPP of shaded PV system publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2021.115253 – year: 2020 ident: 10.1016/j.asoc.2023.110268_b60 – start-page: 585 year: 2008 ident: 10.1016/j.asoc.2023.110268_b33 article-title: A hybrid rough k-means algorithm and particle swarm optimization for image classification – start-page: 289 year: 2008 ident: 10.1016/j.asoc.2023.110268_b38 article-title: Evolutionary rough k-medoid clustering – volume: 6 start-page: 1 issue: 1 year: 2012 ident: 10.1016/j.asoc.2023.110268_b1 article-title: Multiobjective clustering with metaheuristic: current trends and methods in image segmentation publication-title: IET Image Process. doi: 10.1049/iet-ipr.2010.0122 – volume: 7 start-page: 113810 year: 2019 ident: 10.1016/j.asoc.2023.110268_b57 article-title: A random opposition-based learning grey wolf optimizer publication-title: IEEE Access doi: 10.1109/ACCESS.2019.2934994 – volume: 191 year: 2020 ident: 10.1016/j.asoc.2023.110268_b65 article-title: Equilibrium optimizer: A novel optimization algorithm publication-title: Knowl.-Based Syst. doi: 10.1016/j.knosys.2019.105190 – start-page: 210 year: 2009 ident: 10.1016/j.asoc.2023.110268_b48 article-title: Cuckoo search via Lévy flights – year: 2022 ident: 10.1016/j.asoc.2023.110268_b39 – volume: 23 start-page: 5 issue: 1 year: 2004 ident: 10.1016/j.asoc.2023.110268_b7 article-title: Interval set clustering of web users with rough k-means publication-title: J. Intell. Inf. Syst. doi: 10.1023/B:JIIS.0000029668.88665.1a – volume: 9 start-page: 188 issue: 1 year: 2020 ident: 10.1016/j.asoc.2023.110268_b11 article-title: Leukemia image segmentation using a hybrid histogram-based soft covering rough k-means clustering algorithm publication-title: Electronics doi: 10.3390/electronics9010188 – volume: 13 start-page: 283 issue: 11 year: 2020 ident: 10.1016/j.asoc.2023.110268_b66 article-title: Differential evolution with linear bias reduction in parameter adaptation publication-title: Algorithms doi: 10.3390/a13110283 – start-page: 1 year: 2021 ident: 10.1016/j.asoc.2023.110268_b94 article-title: Advances in spotted hyena optimizer: a comprehensive survey publication-title: Arch. Comput. Methods Eng. – start-page: 413 year: 2020 ident: 10.1016/j.asoc.2023.110268_b27 article-title: Fuzzy-crow search optimization for medical image segmentation publication-title: Appl. Hybrid Metaheuristic Algorithms Image Process. doi: 10.1007/978-3-030-40977-7_18 – volume: 101 year: 2021 ident: 10.1016/j.asoc.2023.110268_b14 article-title: An image segmentation method based on a modified local-information weighted intuitionistic Fuzzy C-means clustering and gold-panning algorithm publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2021.104209 – volume: 92 year: 2020 ident: 10.1016/j.asoc.2023.110268_b31 article-title: Robust fuzzy c-means clustering algorithm with adaptive spatial & intensity constraint and membership linking for noise image segmentation publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2020.106318 – volume: 54 start-page: 27 year: 2015 ident: 10.1016/j.asoc.2023.110268_b43 article-title: A multilevel color image thresholding scheme based on minimum cross entropy and differential evolution publication-title: Pattern Recognit. Lett. doi: 10.1016/j.patrec.2014.11.009 – volume: 28 start-page: 2078 issue: 9 year: 2019 ident: 10.1016/j.asoc.2023.110268_b77 article-title: Automatic fuzzy clustering framework for image segmentation publication-title: IEEE Trans. Fuzzy Syst. doi: 10.1109/TFUZZ.2019.2930030 – volume: 169 year: 2021 ident: 10.1016/j.asoc.2023.110268_b29 article-title: Entropy-like divergence based kernel fuzzy clustering for robust image segmentation publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2020.114327 – start-page: 661 year: 2019 ident: 10.1016/j.asoc.2023.110268_b10 article-title: Rough K-means and morphological operation-based brain tumor extraction – volume: 138 start-page: 13 year: 2022 ident: 10.1016/j.asoc.2023.110268_b42 article-title: Enhanced flow direction arithmetic optimization algorithm for mathematical optimization problems with applications of data clustering publication-title: Eng. Anal. Bound. Elem. doi: 10.1016/j.enganabound.2022.01.014 – volume: 174 year: 2022 ident: 10.1016/j.asoc.2023.110268_b68 article-title: Mountain gazelle optimizer: A new nature-inspired metaheuristic algorithm for global optimization problems publication-title: Adv. Eng. Softw. doi: 10.1016/j.advengsoft.2022.103282 – volume: 80 start-page: 6939 issue: 5 year: 2021 ident: 10.1016/j.asoc.2023.110268_b9 article-title: An improved Gabor wavelet transform and rough K-means clustering algorithm for MRI brain tumor image segmentation publication-title: Multimedia Tools Appl. doi: 10.1007/s11042-020-09635-6 – volume: 38 start-page: 3647 issue: 4 year: 2020 ident: 10.1016/j.asoc.2023.110268_b21 article-title: Gray image segmentation based on fuzzy c-means and artificial bee colony optimization publication-title: J. Intell. Fuzzy Systems – volume: 9 start-page: 1155 issue: 7 year: 2021 ident: 10.1016/j.asoc.2023.110268_b41 article-title: A novel evolutionary arithmetic optimization algorithm for multilevel thresholding segmentation of covid-19 ct images publication-title: Processes doi: 10.3390/pr9071155 – volume: 36 start-page: 5887 issue: 10 year: 2021 ident: 10.1016/j.asoc.2023.110268_b69 article-title: Artificial gorilla troops optimizer: a new nature-inspired metaheuristic algorithm for global optimization problems publication-title: Int. J. Intell. Syst. doi: 10.1002/int.22535 – volume: 13 start-page: 118 issue: 2–4 year: 2020 ident: 10.1016/j.asoc.2023.110268_b26 article-title: Histopathological cells segmentation using exponential grasshopper optimisation algorithm-based fuzzy clustering method publication-title: Int. J. Intell. Inform. Database Syst. – volume: 38 start-page: 6970 issue: 23 year: 2017 ident: 10.1016/j.asoc.2023.110268_b17 article-title: A novel unsupervised levy flight particle swarm optimization (ULPSO) method for multispectral remote-sensing image classification publication-title: Int. J. Remote Sens. doi: 10.1080/01431161.2017.1368102 – start-page: 1 year: 2020 ident: 10.1016/j.asoc.2023.110268_b24 article-title: A hybrid fuzzy brain-storm optimization algorithm for the classification of brain tumor MRI images publication-title: J. Ambient Intell. Humaniz. Comput. – start-page: 1 year: 2022 ident: 10.1016/j.asoc.2023.110268_b90 article-title: An improved tunicate swarm algorithm with best-random mutation strategy for global optimization problems publication-title: J. Bionic Eng. – start-page: 1 year: 2020 ident: 10.1016/j.asoc.2023.110268_b20 article-title: Acute lymphoblastic leukemia image segmentation driven by stochastic fractal search publication-title: Multimedia Tools Appl. – volume: 30 start-page: 614 issue: 4 year: 2020 ident: 10.1016/j.asoc.2023.110268_b47 article-title: An overview on nature-inspired optimization algorithms and their possible application in image processing domain publication-title: Pattern Recognit. Image Anal. doi: 10.1134/S1054661820040100 – volume: 38 start-page: 1845 issue: 3 year: 2022 ident: 10.1016/j.asoc.2023.110268_b95 article-title: A multi-objective optimization algorithm for feature selection problems publication-title: Eng. Comput. doi: 10.1007/s00366-021-01369-9 – volume: 172 year: 2021 ident: 10.1016/j.asoc.2023.110268_b55 article-title: An improved elephant herding optimization using sine–cosine mechanism and opposition based learning for global optimization problems publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2021.114607 – start-page: 304 year: 2008 ident: 10.1016/j.asoc.2023.110268_b81 article-title: Hamming embedding and weak geometric consistency for large scale image search – volume: 6 start-page: 233 issue: 2 year: 2019 ident: 10.1016/j.asoc.2023.110268_b87 article-title: Image based leaf segmentation and counting in rosette plants publication-title: Inform. Process. Agriculture doi: 10.1016/j.inpa.2018.09.005 – year: 2019 ident: 10.1016/j.asoc.2023.110268_b23 – volume: 25 start-page: 1439 issue: 12 year: 2004 ident: 10.1016/j.asoc.2023.110268_b37 article-title: An evolutionary rough partitive clustering publication-title: Pattern Recognit. Lett. doi: 10.1016/j.patrec.2004.05.007 – volume: 55 start-page: 503 year: 2017 ident: 10.1016/j.asoc.2023.110268_b58 article-title: Multilevel thresholding based on Chaotic Darwinian Particle Swarm Optimization for segmentation of satellite images publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2017.02.005 – volume: 33 start-page: 5917 issue: 11 year: 2021 ident: 10.1016/j.asoc.2023.110268_b50 article-title: Cauchy with whale optimizer based eagle strategy for multi-level color hematology image segmentation publication-title: Neural Comput. Appl. doi: 10.1007/s00521-020-05368-7 |
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