{"id":"https://openalex.org/W2588755956","doi":"https://doi.org/10.1007/s10044-017-0597-8","title":"Brain tumor classification from multi-modality MRI using wavelets and machine learning","display_name":"Brain tumor classification from multi-modality MRI using wavelets and machine learning","publication_year":2017,"publication_date":"2017-02-15","ids":{"openalex":"https://openalex.org/W2588755956","doi":"https://doi.org/10.1007/s10044-017-0597-8","mag":"2588755956"},"language":"en","primary_location":{"id":"doi:10.1007/s10044-017-0597-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10044-017-0597-8","pdf_url":"https://link.springer.com/content/pdf/10.1007%2Fs10044-017-0597-8.pdf","source":{"id":"https://openalex.org/S45497385","display_name":"Pattern Analysis and Applications","issn_l":"1433-7541","issn":["1433-7541","1433-755X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pattern Analysis and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007%2Fs10044-017-0597-8.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066331082","display_name":"Usman Khalid","orcid":"https://orcid.org/0000-0002-6710-4686"},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Khalid Usman","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, National University of Sciences and Technology (NUST), Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, National University of Sciences and Technology (NUST), Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060205873","display_name":"Kashif Rajpoot","orcid":"https://orcid.org/0000-0001-6023-6718"},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]},{"id":"https://openalex.org/I79619799","display_name":"University of Birmingham","ror":"https://ror.org/03angcq70","country_code":"GB","type":"education","lineage":["https://openalex.org/I79619799"]}],"countries":["GB","PK"],"is_corresponding":false,"raw_author_name":"Kashif Rajpoot","raw_affiliation_strings":["School of Computer Science, University of Birmingham, Birmingham, B15 2TT, United Kingdom","School of Electrical Engineering and Computer Science, National University of Sciences and Technology (NUST), Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Birmingham, Birmingham, B15 2TT, United Kingdom","institution_ids":["https://openalex.org/I79619799"]},{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, National University of Sciences and Technology (NUST), Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5066331082"],"corresponding_institution_ids":["https://openalex.org/I929597975"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":8.8192,"has_fulltext":true,"cited_by_count":236,"citation_normalized_percentile":{"value":0.98303046,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"20","issue":"3","first_page":"871","last_page":"881"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9997000098228455,"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":0.9997000098228455,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9990000128746033,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9912999868392944,"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":0.6811009049415588},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6118162274360657},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5964255332946777},{"id":"https://openalex.org/keywords/brain-tumor","display_name":"Brain tumor","score":0.5920959711074829},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5794517397880554},{"id":"https://openalex.org/keywords/contouring","display_name":"Contouring","score":0.5662713050842285},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.5661239624023438},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.4952949583530426},{"id":"https://openalex.org/keywords/histogram","display_name":"Histogram","score":0.4617270529270172},{"id":"https://openalex.org/keywords/dice","display_name":"Dice","score":0.4345962703227997},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.4235721230506897},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.22078344225883484},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.19795072078704834},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1880679726600647},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.12825414538383484},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.09938687086105347}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6811009049415588},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6118162274360657},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5964255332946777},{"id":"https://openalex.org/C2779130545","wikidata":"https://www.wikidata.org/wiki/Q233309","display_name":"Brain tumor","level":2,"score":0.5920959711074829},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5794517397880554},{"id":"https://openalex.org/C2779104521","wikidata":"https://www.wikidata.org/wiki/Q23058469","display_name":"Contouring","level":2,"score":0.5662713050842285},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.5661239624023438},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.4952949583530426},{"id":"https://openalex.org/C53533937","wikidata":"https://www.wikidata.org/wiki/Q185020","display_name":"Histogram","level":3,"score":0.4617270529270172},{"id":"https://openalex.org/C22029948","wikidata":"https://www.wikidata.org/wiki/Q45089","display_name":"Dice","level":2,"score":0.4345962703227997},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.4235721230506897},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.22078344225883484},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.19795072078704834},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1880679726600647},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.12825414538383484},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.09938687086105347},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s10044-017-0597-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10044-017-0597-8","pdf_url":"https://link.springer.com/content/pdf/10.1007%2Fs10044-017-0597-8.pdf","source":{"id":"https://openalex.org/S45497385","display_name":"Pattern Analysis and Applications","issn_l":"1433-7541","issn":["1433-7541","1433-755X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pattern Analysis and Applications","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:Publications/830967a1-8959-45e8-85f4-e1c6aa51e817","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402634","display_name":"University of Birmingham Research Portal (University of Birmingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79619799","host_organization_name":"University of Birmingham","host_organization_lineage":["https://openalex.org/I79619799"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/830967a1-8959-45e8-85f4-e1c6aa51e817","is_oa":true,"landing_page_url":"https://research.birmingham.ac.uk/en/publications/830967a1-8959-45e8-85f4-e1c6aa51e817","pdf_url":null,"source":{"id":"https://openalex.org/S4306402634","display_name":"University of Birmingham Research Portal (University of Birmingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79619799","host_organization_name":"University of Birmingham","host_organization_lineage":["https://openalex.org/I79619799"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Usman, K & Rajpoot, K 2017, 'Brain tumor classification from multi-modality MRI using wavelets and machine learning', Pattern Analysis and Applications, vol. 20, no. 3, pp. 871\u2013881. https://doi.org/10.1007/s10044-017-0597-8","raw_type":"article"},{"id":"pmh:oai:pure.atira.dk:publications/830967a1-8959-45e8-85f4-e1c6aa51e817","is_oa":true,"landing_page_url":"http://link.springer.com/10.1007/s10044-017-0597-8","pdf_url":null,"source":{"id":"https://openalex.org/S4306402634","display_name":"University of Birmingham Research Portal (University of Birmingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79619799","host_organization_name":"University of Birmingham","host_organization_lineage":["https://openalex.org/I79619799"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":{"id":"doi:10.1007/s10044-017-0597-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10044-017-0597-8","pdf_url":"https://link.springer.com/content/pdf/10.1007%2Fs10044-017-0597-8.pdf","source":{"id":"https://openalex.org/S45497385","display_name":"Pattern Analysis and Applications","issn_l":"1433-7541","issn":["1433-7541","1433-755X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pattern Analysis and Applications","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6000000238418579,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2588755956.pdf","grobid_xml":"https://content.openalex.org/works/W2588755956.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1865761","https://openalex.org/W166169177","https://openalex.org/W1641498739","https://openalex.org/W1875061881","https://openalex.org/W1963937446","https://openalex.org/W1965295126","https://openalex.org/W1978931933","https://openalex.org/W1987869189","https://openalex.org/W1988790447","https://openalex.org/W1993481588","https://openalex.org/W1996644000","https://openalex.org/W2001346643","https://openalex.org/W2048474912","https://openalex.org/W2096903713","https://openalex.org/W2098056602","https://openalex.org/W2118979849","https://openalex.org/W2121947440","https://openalex.org/W2123402141","https://openalex.org/W2123498585","https://openalex.org/W2127890285","https://openalex.org/W2136943418","https://openalex.org/W2137186887","https://openalex.org/W2138205176","https://openalex.org/W2163854509","https://openalex.org/W2167711535","https://openalex.org/W2333625584","https://openalex.org/W2911964244","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W3104750253","https://openalex.org/W3021239166","https://openalex.org/W4366341510","https://openalex.org/W2390936256","https://openalex.org/W2483429559","https://openalex.org/W2016385589","https://openalex.org/W2009559548","https://openalex.org/W2906397153","https://openalex.org/W2385445039","https://openalex.org/W2785761084"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"propose":[4],"a":[5,43,112],"brain":[6,22],"tumor":[7,23,86,106,123,129,135],"segmentation":[8,24],"and":[9,34,36,64,87,90,107,115,131],"classification":[10],"method":[11],"for":[12,120,126,133],"multi-modality":[13],"magnetic":[14],"resonance":[15],"imaging":[16],"scans.":[17],"The":[18,67],"data":[19],"from":[20,145],"multi-modal":[21],"challenge":[25],"(MICCAI":[26],"BraTS":[27,147],"2013)":[28],"are":[29,32,56,70,95],"utilized":[30],"which":[31,137],"co-registered":[33],"skull-stripped,":[35],"the":[37,50,53,74,121,127,141],"histogram":[38],"matching":[39],"is":[40,138],"performed":[41,111],"with":[42],"reference":[44],"volume":[45],"of":[46],"high":[47],"contrast.":[48],"From":[49],"preprocessed":[51],"images,":[52],"following":[54],"features":[55,69],"then":[57,91],"extracted:":[58],"intensity,":[59],"intensity":[60],"differences,":[61],"local":[62],"neighborhood":[63],"wavelet":[65],"texture.":[66],"integrated":[68],"subsequently":[71],"provided":[72],"to":[73,78,97],"random":[75],"forest":[76],"classifier":[77],"predict":[79],"five":[80],"classes:":[81],"background,":[82],"necrosis,":[83],"edema,":[84],"enhancing":[85,108,134],"non-enhancing":[88],"tumor,":[89,104],"these":[92],"class":[93],"labels":[94],"used":[96],"hierarchically":[98],"compute":[99],"three":[100],"different":[101],"regions":[102],"(complete":[103],"active":[105],"tumor).":[109],"We":[110],"leave-one-out":[113],"cross-validation":[114],"achieved":[116],"88%":[117],"Dice":[118,142],"overlap":[119,143],"complete":[122],"region,":[124,136],"75%":[125],"core":[128],"region":[130],"95%":[132],"higher":[139],"than":[140],"reported":[144],"MICCAI":[146],"challenge.":[148]},"counts_by_year":[{"year":2025,"cited_by_count":24},{"year":2024,"cited_by_count":33},{"year":2023,"cited_by_count":36},{"year":2022,"cited_by_count":42},{"year":2021,"cited_by_count":36},{"year":2020,"cited_by_count":27},{"year":2019,"cited_by_count":21},{"year":2018,"cited_by_count":16},{"year":2017,"cited_by_count":1}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}
