{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,30]],"date-time":"2025-07-30T14:10:35Z","timestamp":1753884635404,"version":"3.41.2"},"reference-count":30,"publisher":"World Scientific Pub Co Pte Ltd","issue":"02","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Image Grap."],"published-print":{"date-parts":[[2023,3]]},"abstract":"<jats:p> An irregular growth in brain cells causes brain tumors. In recent years, a considerable rate of increment in medical cases regarding brain tumors has been observed, affecting adults and children. However, it is highly curable in recent times only if detected in the early time of tumor growth. Moreover, there are many sophisticated approaches devised by researchers for predicting the tumor regions and their stages. In addition, Magnetic Resonance Imaging (MRI) is utilized commonly by radiologists to evaluate tumors. In this paper, the input image is from a database, and brain tumor segmentation is performed using various segmentation techniques. Here, the comparative analysis is performed by comparing the performance of segmentation approaches, like Hybrid Active Contour (HAC) model, Bayesian Fuzzy Clustering (BFC), Active Contour (AC), Fuzzy C-Means (FCM) clustering technique, Sparse (Sparse FCM), and Black Hole Entropy Fuzzy Clustering (BHEFC) model. Moreover, segmentation technique performance is evaluated with the Dice coefficient, Jaccard coefficient, and segmentation accuracy. The proposed method shows high Dice and Jaccard coefficients of 0.7809 and 0.6456 by varying iteration with the REMBRANDT dataset and a better segmentation accuracy of 0.9789 by changing image size in the Brats-2015 database. <\/jats:p>","DOI":"10.1142\/s0219467823500237","type":"journal-article","created":{"date-parts":[[2022,4,10]],"date-time":"2022-04-10T16:03:29Z","timestamp":1649606609000},"source":"Crossref","is-referenced-by-count":0,"title":["Performance Analysis and Critical Review on Segmentation Techniques for Brain Tumor Classification"],"prefix":"10.1142","volume":"23","author":[{"given":"Ayalapogu Ratna","family":"Raju","sequence":"first","affiliation":[{"name":"Mahatma Gandhi Institute of Technology, Hyderabad 500075, India"}]},{"given":"Suresh","family":"Pabboju","sequence":"additional","affiliation":[{"name":"Chaitanya Bharathi Institute of Technology, Hyderabad, Telangana 500075, India"}]},{"given":"Rajeswara Rao","family":"Ramisetty","sequence":"additional","affiliation":[{"name":"JNTUK-UCEV, Andhra Pradesh 535003, India"}]}],"member":"219","published-online":{"date-parts":[[2022,4,8]]},"reference":[{"key":"S0219467823500237BIB001","doi-asserted-by":"crossref","first-page":"58533","DOI":"10.1109\/ACCESS.2020.2983075","volume":"8","author":"Zhang J.","year":"2020","journal-title":"IEEE Access"},{"key":"S0219467823500237BIB002","doi-asserted-by":"crossref","first-page":"903","DOI":"10.1007\/s10278-020-00347-9","volume":"33","author":"Mzoughi H.","year":"2020","journal-title":"J. Dig. Imag."},{"key":"S0219467823500237BIB003","doi-asserted-by":"crossref","first-page":"101678","DOI":"10.1016\/j.bspc.2019.101678","volume":"57","author":"Ghassemi N.","year":"2020","journal-title":"Biomed. Signal Process. Control"},{"key":"S0219467823500237BIB004","doi-asserted-by":"crossref","first-page":"103804","DOI":"10.1016\/j.compbiomed.2020.103804","volume":"122","author":"Tandel T. G. S.","year":"2020","journal-title":"Comput. Biol. Med."},{"key":"S0219467823500237BIB005","doi-asserted-by":"crossref","first-page":"2024","DOI":"10.1109\/LSP.2020.3034858","volume":"27","author":"Afshar P.","year":"2020","journal-title":"IEEE Signal Process. Lett."},{"key":"S0219467823500237BIB006","first-page":"10172","volume":"56","author":"Yin B.","year":"2020","journal-title":"Biomed. Signal Process. Control"},{"key":"S0219467823500237BIB007","doi-asserted-by":"crossref","first-page":"89281","DOI":"10.1109\/ACCESS.2020.2993618","volume":"8","author":"Huang Z.","year":"2020","journal-title":"IEEE Access"},{"key":"S0219467823500237BIB008","doi-asserted-by":"crossref","first-page":"36266","DOI":"10.1109\/ACCESS.2019.2904145","volume":"7","author":"Gumaei A.","year":"2019","journal-title":"IEEE Access"},{"issue":"2","key":"S0219467823500237BIB010","doi-asserted-by":"crossref","first-page":"1","DOI":"10.46253\/j.mr.v3i2.a1","volume":"3","author":"Gopal A.","year":"2020","journal-title":"Multimedia Res."},{"issue":"2","key":"S0219467823500237BIB011","doi-asserted-by":"crossref","first-page":"32","DOI":"10.46253\/j.mr.v3i4.a4","volume":"3","author":"Gokulkumari G.","year":"2020","journal-title":"Multimedia Res."},{"key":"S0219467823500237BIB012","doi-asserted-by":"crossref","first-page":"317","DOI":"10.1016\/j.procs.2016.09.407","volume":"102","author":"I\u015f\u0131n A.","year":"2016","journal-title":"Proc. Comput. Sci."},{"issue":"3","key":"S0219467823500237BIB013","doi-asserted-by":"crossref","first-page":"626","DOI":"10.1109\/TMI.2011.2174158","volume":"31","author":"Kern M. G.","year":"2011","journal-title":"IEEE Trans. Med. Imag."},{"key":"S0219467823500237BIB014","first-page":"1","volume-title":"Proc. 2018 4th Int. Conf. Advanced Technologies for Signal and Image Processing (ATSIP)","author":"Mzoughi H.","year":"2018"},{"issue":"6","key":"S0219467823500237BIB015","doi-asserted-by":"crossref","first-page":"1609","DOI":"10.1002\/mrm.22147","volume":"62","author":"Zacharaki E. I.","year":"2009","journal-title":"Magn. Resonance Med. Off. J. Int. Soc. Magn. Resonance Med."},{"key":"S0219467823500237BIB016","first-page":"101330G","volume-title":"Proc. Medical Imaging 2017: Image Processing","volume":"10133","author":"Alex V.","year":"2017"},{"key":"S0219467823500237BIB017","first-page":"1013710","volume-title":"Proc. Med. Imaging 2017: Biomedical Applications in Molecular, Structural, and Functional Imaging","volume":"10137","author":"Paul J. S.","year":"2017"},{"key":"S0219467823500237BIB018","first-page":"4700","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition","author":"Huang G.","year":"2017"},{"volume-title":"Annals Of \u201cDunarea De Jos\u201d University Of Galati, Mathematics, Physics, Theoretical mechanics, Fascicle II, Year IX (XL) (1)","year":"2017","author":"Mohsen H.","key":"S0219467823500237BIB019"},{"key":"S0219467823500237BIB020","first-page":"234","volume-title":"Proc. Int. Conf. Medical Image Computing and Computer-Assisted Intervention","author":"Ronneberger O.","year":"2015"},{"issue":"2","key":"S0219467823500237BIB021","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1007\/s11548-016-1483-3","volume":"12","author":"Soltaninejad M.","year":"2017","journal-title":"Int. J. Comput. Assist. Radiol. Surg."},{"key":"S0219467823500237BIB022","doi-asserted-by":"crossref","first-page":"118","DOI":"10.1016\/j.patrec.2017.10.036","volume":"139","author":"Amin J.","year":"2017","journal-title":"Pattern Recogn. Lett."},{"key":"S0219467823500237BIB023","series-title":"David R. Cheriton School of Computer Science","volume-title":"Technical Report CS870","author":"Ali K.","year":"2015"},{"issue":"5","key":"S0219467823500237BIB024","doi-asserted-by":"crossref","first-page":"1545","DOI":"10.1109\/TFUZZ.2014.2370676","volume":"23","author":"Glenn T. C.","year":"2015","journal-title":"IEEE Trans. Fuzzy Syst."},{"issue":"2","key":"S0219467823500237BIB025","doi-asserted-by":"crossref","first-page":"266","DOI":"10.1016\/j.cmpb.2015.08.001","volume":"122","author":"Mekhmoukh A.","year":"2015","journal-title":"Comput. Methods Programs Biomed."},{"issue":"9","key":"S0219467823500237BIB026","doi-asserted-by":"crossref","first-page":"2616","DOI":"10.1109\/TCYB.2016.2627686","volume":"47","author":"Chang X.","year":"2016","journal-title":"IEEE Trans. Cybern."},{"issue":"9","key":"S0219467823500237BIB027","doi-asserted-by":"crossref","first-page":"1622","DOI":"10.1109\/TSMC.2017.2682883","volume":"48","author":"Liu J.","year":"2017","journal-title":"IEEE Trans. Syst. Man Cybern. Syst."},{"key":"S0219467823500237BIB029","doi-asserted-by":"crossref","first-page":"319","DOI":"10.1007\/978-3-642-25327-0_28","volume-title":"Int. Conf. Inform. Eng. Inform. Sci.","author":"Prasanalakshmi B.","year":"2011"},{"issue":"3","key":"S0219467823500237BIB030","doi-asserted-by":"crossref","first-page":"203","DOI":"10.1089\/big.2019.0125","volume":"8","author":"Ravuri V.","year":"2020","journal-title":"Big Data"},{"key":"S0219467823500237BIB031","first-page":"782","volume-title":"2021 Third Int. Conf. Intelligent Communication Technologies and Virtual Mobile Networks (ICICV)","author":"Manvith V. S.","year":"2021"},{"key":"S0219467823500237BIB032","doi-asserted-by":"crossref","first-page":"645","DOI":"10.1007\/978-981-15-5400-1_62","author":"Nikhath A. K.","year":"2021","journal-title":"Intel. Syst. Design"}],"container-title":["International Journal of Image and Graphics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0219467823500237","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,3,24]],"date-time":"2023-03-24T12:30:03Z","timestamp":1679661003000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S0219467823500237"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,4,8]]},"references-count":30,"journal-issue":{"issue":"02","published-print":{"date-parts":[[2023,3]]}},"alternative-id":["10.1142\/S0219467823500237"],"URL":"https:\/\/doi.org\/10.1142\/s0219467823500237","relation":{},"ISSN":["0219-4678","1793-6756"],"issn-type":[{"type":"print","value":"0219-4678"},{"type":"electronic","value":"1793-6756"}],"subject":[],"published":{"date-parts":[[2022,4,8]]},"article-number":"2350023"}}