{"id":"https://openalex.org/W2903956681","doi":"https://doi.org/10.1109/ist.2018.8577099","title":"Application of ANN and ANFIS for detection of brain tumors in MRIs by using DWT and GLCM texture analysis","display_name":"Application of ANN and ANFIS for detection of brain tumors in MRIs by using DWT and GLCM texture analysis","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2903956681","doi":"https://doi.org/10.1109/ist.2018.8577099","mag":"2903956681"},"language":"en","primary_location":{"id":"doi:10.1109/ist.2018.8577099","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ist.2018.8577099","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Imaging Systems and Techniques (IST)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049098974","display_name":"Eleftheria Sergaki","orcid":"https://orcid.org/0000-0002-1653-1186"},"institutions":[{"id":"https://openalex.org/I55741626","display_name":"Technical University of Crete","ror":"https://ror.org/03f8bz564","country_code":"GR","type":"education","lineage":["https://openalex.org/I55741626"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Eleftheria Sergaki","raw_affiliation_strings":["School of ECE TUC Chania, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of ECE TUC Chania, Greece","institution_ids":["https://openalex.org/I55741626"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110356715","display_name":"Georgios Spiliotis","orcid":null},"institutions":[{"id":"https://openalex.org/I55741626","display_name":"Technical University of Crete","ror":"https://ror.org/03f8bz564","country_code":"GR","type":"education","lineage":["https://openalex.org/I55741626"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Georgios Spiliotis","raw_affiliation_strings":["School of ECE TUC Chania, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of ECE TUC Chania, Greece","institution_ids":["https://openalex.org/I55741626"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087630463","display_name":"Ioannis O. Vardiambasis","orcid":"https://orcid.org/0000-0002-8660-2277"},"institutions":[{"id":"https://openalex.org/I28710699","display_name":"Hellenic Mediterranean University","ror":"https://ror.org/039ce0m20","country_code":"GR","type":"education","lineage":["https://openalex.org/I28710699"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Ioannis O. Vardiambasis","raw_affiliation_strings":["School of Applied Sciences, Technological Educational Institute of Crete Chania, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Applied Sciences, Technological Educational Institute of Crete Chania, Greece","institution_ids":["https://openalex.org/I28710699"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076536959","display_name":"Theodoros N. Kapetanakis","orcid":"https://orcid.org/0000-0002-6975-1334"},"institutions":[{"id":"https://openalex.org/I28710699","display_name":"Hellenic Mediterranean University","ror":"https://ror.org/039ce0m20","country_code":"GR","type":"education","lineage":["https://openalex.org/I28710699"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Theodoros Kapetanakis","raw_affiliation_strings":["School of Applied Sciences, Technological Educational Institute of Crete Chania, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Applied Sciences, Technological Educational Institute of Crete Chania, Greece","institution_ids":["https://openalex.org/I28710699"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028007236","display_name":"Antonios Krasoudakis","orcid":"https://orcid.org/0000-0003-0423-6013"},"institutions":[{"id":"https://openalex.org/I4210131513","display_name":"Chania General Hospital \u201dSt. George\u201d","ror":"https://ror.org/03tte1d07","country_code":"GR","type":"healthcare","lineage":["https://openalex.org/I4210131513"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Antonios Krasoudakis","raw_affiliation_strings":["Neurosurgeon General Hospital Agios Georgios Chania, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Neurosurgeon General Hospital Agios Georgios Chania, Greece","institution_ids":["https://openalex.org/I4210131513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109917972","display_name":"George C. Giakos","orcid":null},"institutions":[{"id":"https://openalex.org/I55707380","display_name":"Manhattan University","ror":"https://ror.org/02xhnzg94","country_code":"US","type":"education","lineage":["https://openalex.org/I55707380"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"George C Giakos","raw_affiliation_strings":["School of ECE, Manhattan College line 4, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of ECE, Manhattan College line 4, USA","institution_ids":["https://openalex.org/I55707380"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031391584","display_name":"Michalis Zervakis","orcid":"https://orcid.org/0000-0002-0705-631X"},"institutions":[{"id":"https://openalex.org/I55741626","display_name":"Technical University of Crete","ror":"https://ror.org/03f8bz564","country_code":"GR","type":"education","lineage":["https://openalex.org/I55741626"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Michalis Zervakis","raw_affiliation_strings":["School of ECE TUC Chania, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of ECE TUC Chania, Greece","institution_ids":["https://openalex.org/I55741626"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079509477","display_name":"Alexios Polydorou","orcid":"https://orcid.org/0000-0002-9348-7481"},"institutions":[{"id":"https://openalex.org/I55741626","display_name":"Technical University of Crete","ror":"https://ror.org/03f8bz564","country_code":"GR","type":"education","lineage":["https://openalex.org/I55741626"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Alexios Polydorou","raw_affiliation_strings":["School of ECE TUC Chania, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of ECE TUC Chania, Greece","institution_ids":["https://openalex.org/I55741626"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7483793497085571},{"id":"https://openalex.org/keywords/discrete-wavelet-transform","display_name":"Discrete wavelet transform","score":0.6862708926200867},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6568464040756226},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.635280966758728},{"id":"https://openalex.org/keywords/gray-level","display_name":"Gray level","score":0.6141212582588196},{"id":"https://openalex.org/keywords/cad","display_name":"CAD","score":0.6136874556541443},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.5465843081474304},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4749182164669037},{"id":"https://openalex.org/keywords/computer-aided-diagnosis","display_name":"Computer-aided diagnosis","score":0.453583300113678},{"id":"https://openalex.org/keywords/grey-level","display_name":"Grey level","score":0.4154694080352783},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.3848629295825958},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.37376824021339417},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.13344120979309082},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11222872138023376},{"id":"https://openalex.org/keywords/engineering-drawing","display_name":"Engineering drawing","score":0.075245201587677}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7483793497085571},{"id":"https://openalex.org/C46286280","wikidata":"https://www.wikidata.org/wiki/Q2414958","display_name":"Discrete wavelet transform","level":4,"score":0.6862708926200867},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6568464040756226},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.635280966758728},{"id":"https://openalex.org/C2985861186","wikidata":"https://www.wikidata.org/wiki/Q685727","display_name":"Gray level","level":3,"score":0.6141212582588196},{"id":"https://openalex.org/C194789388","wikidata":"https://www.wikidata.org/wiki/Q17855283","display_name":"CAD","level":2,"score":0.6136874556541443},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.5465843081474304},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4749182164669037},{"id":"https://openalex.org/C2779549770","wikidata":"https://www.wikidata.org/wiki/Q1122413","display_name":"Computer-aided diagnosis","level":2,"score":0.453583300113678},{"id":"https://openalex.org/C2994222927","wikidata":"https://www.wikidata.org/wiki/Q685727","display_name":"Grey level","level":3,"score":0.4154694080352783},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.3848629295825958},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.37376824021339417},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.13344120979309082},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11222872138023376},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.075245201587677}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ist.2018.8577099","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ist.2018.8577099","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Imaging Systems and Techniques (IST)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1569512666","https://openalex.org/W1641498739","https://openalex.org/W1967551258","https://openalex.org/W2019207321","https://openalex.org/W2038344945","https://openalex.org/W2044465660","https://openalex.org/W2045058870","https://openalex.org/W2133059825","https://openalex.org/W2140885259","https://openalex.org/W2256522464","https://openalex.org/W2594020746","https://openalex.org/W2783344324","https://openalex.org/W2792714431","https://openalex.org/W2798955074","https://openalex.org/W3088109659"],"related_works":["https://openalex.org/W1505833044","https://openalex.org/W2364364801","https://openalex.org/W2945773573","https://openalex.org/W2090899875","https://openalex.org/W4391857090","https://openalex.org/W2018612555","https://openalex.org/W2363670770","https://openalex.org/W2997990578","https://openalex.org/W2614298077","https://openalex.org/W2388086542"],"abstract_inverted_index":{"In":[0],"this":[1],"work":[2],"we":[3],"combine":[4],"different":[5,40,55,103],"methodologies":[6,67],"in":[7],"order":[8],"to":[9,139,146],"develop":[10],"algorithms":[11],"for":[12,16,116],"Computer-Aided":[13],"Diagnosis":[14],"(CAD)":[15],"brain":[17],"tumors":[18],"from":[19,33,89,94],"the":[20,136,150],"axial":[21],"plane":[22],"(T2":[23],"MRI).":[24],"All":[25,63],"methods":[26],"utilize":[27],"texture":[28],"analysis":[29],"by":[30,98,111],"extracting":[31],"features":[32,115],"raw":[34],"data,":[35],"without":[36],"post-processing,":[37],"based":[38,58],"on":[39,59,73],"techniques,":[41],"such":[42,141],"as":[43],"Gray":[44],"Level":[45],"Co-Occurrence":[46],"Matrix":[47],"(GLCM),":[48],"or":[49,61],"Discrete":[50],"Wavelet":[51],"Transform":[52],"(DWT)":[53],"and":[54,71,92,120],"classification":[56],"methods,":[57],"ANN":[60],"ANFIS.":[62],"of":[64,86,105],"our":[65,107],"proposed":[66],"are":[68,110,144],"developed,":[69],"validated":[70],"verified":[72],"various":[74],"sub":[75],"data":[76,138],"including":[77],"65%":[78],"non-healthy":[79,90],"MRIS.":[80],"The":[81],"total":[82],"used":[83],"database":[84],"consists":[85],"202":[87],"MRIs":[88,155],"patients":[91],"18":[93],"healthy,":[95],"segmented":[96],"visually":[97],"an":[99],"experienced":[100],"neurosurgeon.":[101],"Combining":[102],"subsets":[104],"features,":[106],"best":[108],"results":[109],"using":[112],"4":[113,118],"GLCM":[114],"a":[117,142],"input":[119,137],"two":[121],"hidden":[122],"layers":[123],"ANN,":[124],"giving":[125],"sensitivity":[126],"100%,":[127],"specificity":[128],"77.8%":[129],"accuracy":[130],"94.3%.":[131],"It":[132],"is":[133,156],"proved":[134],"that":[135],"train":[140],"CAD":[143],"considered":[145],"be":[147],"unbiased":[148],"if":[149],"ratio":[151],"between":[152],"healthy/un-healthy":[153],"tissue":[154],"about":[157],"35%/65%,":[158],"respectively.":[159]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
