{"id":"https://openalex.org/W2003672935","doi":"https://doi.org/10.1109/tmi.2014.2354373","title":"Two-Tier Tissue Decomposition for Histopathological Image Representation and Classification","display_name":"Two-Tier Tissue Decomposition for Histopathological Image Representation and Classification","publication_year":2014,"publication_date":"2014-09-08","ids":{"openalex":"https://openalex.org/W2003672935","doi":"https://doi.org/10.1109/tmi.2014.2354373","mag":"2003672935","pmid":"https://pubmed.ncbi.nlm.nih.gov/25203985"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2014.2354373","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2014.2354373","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/11655/17069","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083145715","display_name":"Tun\u00e7 G\u00fcltekin","orcid":"https://orcid.org/0000-0003-3511-5847"},"institutions":[{"id":"https://openalex.org/I168864056","display_name":"Bilkent University","ror":"https://ror.org/02vh8a032","country_code":"TR","type":"education","lineage":["https://openalex.org/I168864056"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Tunc Gultekin","raw_affiliation_strings":["Department of Computer Engineering, Bilkent University, Ankara, Turkey","Department of Computer Engineering Bilkent University  Ankara Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Bilkent University, Ankara, Turkey","institution_ids":["https://openalex.org/I168864056"]},{"raw_affiliation_string":"Department of Computer Engineering Bilkent University  Ankara Turkey","institution_ids":["https://openalex.org/I168864056"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021269525","display_name":"Can Koyuncu","orcid":"https://orcid.org/0000-0001-5990-2226"},"institutions":[{"id":"https://openalex.org/I168864056","display_name":"Bilkent University","ror":"https://ror.org/02vh8a032","country_code":"TR","type":"education","lineage":["https://openalex.org/I168864056"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Can Fahrettin Koyuncu","raw_affiliation_strings":["Department of Computer Engineering, Bilkent University, Ankara, Turkey","Department of Computer Engineering Bilkent University  Ankara Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Bilkent University, Ankara, Turkey","institution_ids":["https://openalex.org/I168864056"]},{"raw_affiliation_string":"Department of Computer Engineering Bilkent University  Ankara Turkey","institution_ids":["https://openalex.org/I168864056"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052857662","display_name":"Cenk S\u00f6kmens\u00fcer","orcid":"https://orcid.org/0000-0001-7637-8745"},"institutions":[{"id":"https://openalex.org/I66514158","display_name":"Hacettepe University","ror":"https://ror.org/04kwvgz42","country_code":"TR","type":"education","lineage":["https://openalex.org/I66514158"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Cenk Sokmensuer","raw_affiliation_strings":["Department of Pathology, Medical School, Ankara, Turkey","Department of Pathology, Hacettepe University, Medical School, Ankara, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology, Medical School, Ankara, Turkey","institution_ids":[]},{"raw_affiliation_string":"Department of Pathology, Hacettepe University, Medical School, Ankara, Turkey","institution_ids":["https://openalex.org/I66514158"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043106100","display_name":"\u00c7i\u011fdem G\u00fcnd\u00fcz-Demir","orcid":"https://orcid.org/0000-0003-0724-1942"},"institutions":[{"id":"https://openalex.org/I168864056","display_name":"Bilkent University","ror":"https://ror.org/02vh8a032","country_code":"TR","type":"education","lineage":["https://openalex.org/I168864056"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Cigdem Gunduz-Demir","raw_affiliation_strings":["Department of Computer Engineering, Bilkent University, Ankara, Turkey","Department of Computer Engineering Bilkent University  Ankara Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Bilkent University, Ankara, Turkey","institution_ids":["https://openalex.org/I168864056"]},{"raw_affiliation_string":"Department of Computer Engineering Bilkent University  Ankara Turkey","institution_ids":["https://openalex.org/I168864056"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.8993,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.91798444,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"34","issue":"1","first_page":"275","last_page":"283"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9951000213623047,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9937000274658203,"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":0.6916773915290833},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.632678747177124},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6103876829147339},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6027479767799377},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5397485494613647},{"id":"https://openalex.org/keywords/image-texture","display_name":"Image texture","score":0.5266318917274475},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.503562867641449},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.49218907952308655},{"id":"https://openalex.org/keywords/digital-image","display_name":"Digital image","score":0.48797839879989624},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.4776957333087921},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4738995134830475},{"id":"https://openalex.org/keywords/digital-pathology","display_name":"Digital pathology","score":0.4485633373260498},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.4332547187805176},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4322560131549835},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.3579939603805542}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6916773915290833},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.632678747177124},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6103876829147339},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6027479767799377},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5397485494613647},{"id":"https://openalex.org/C63099799","wikidata":"https://www.wikidata.org/wiki/Q17147001","display_name":"Image texture","level":4,"score":0.5266318917274475},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.503562867641449},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.49218907952308655},{"id":"https://openalex.org/C42781572","wikidata":"https://www.wikidata.org/wiki/Q1250322","display_name":"Digital image","level":4,"score":0.48797839879989624},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.4776957333087921},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4738995134830475},{"id":"https://openalex.org/C2777522853","wikidata":"https://www.wikidata.org/wiki/Q5276128","display_name":"Digital pathology","level":2,"score":0.4485633373260498},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.4332547187805176},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4322560131549835},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.3579939603805542},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003106","descriptor_name":"Colon","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D003106","descriptor_name":"Colon","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D003106","descriptor_name":"Colon","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D003110","descriptor_name":"Colonic Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D003110","descriptor_name":"Colonic Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D003110","descriptor_name":"Colonic Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D006652","descriptor_name":"Histological Techniques","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D006652","descriptor_name":"Histological Techniques","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D006652","descriptor_name":"Histological Techniques","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":6,"locations":[{"id":"doi:10.1109/tmi.2014.2354373","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2014.2354373","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"journal-article"},{"id":"pmid:25203985","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25203985","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on medical imaging","raw_type":null},{"id":"pmh:oai:openaccess.hacettepe.edu.tr:11655/17069","is_oa":true,"landing_page_url":"http://hdl.handle.net/11655/17069","pdf_url":null,"source":{"id":"https://openalex.org/S4306402578","display_name":"Hacettepe University Institutional Repository (hacettepe.edu.tr)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66514158","host_organization_name":"Hacettepe University","host_organization_lineage":["https://openalex.org/I66514158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:repository.bilkent.edu.tr:11693/12682","is_oa":false,"landing_page_url":"http://hdl.handle.net/11693/12682","pdf_url":null,"source":{"id":"https://openalex.org/S4306400079","display_name":"Bilkent University Institutional Repository (Bilkent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I168864056","host_organization_name":"Bilkent University","host_organization_lineage":["https://openalex.org/I168864056"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"Article"},{"id":"pmh:oai:repository.bilkent.edu.tr:11693/23103","is_oa":false,"landing_page_url":"http://hdl.handle.net/11693/23103","pdf_url":null,"source":{"id":"https://openalex.org/S4306400079","display_name":"Bilkent University Institutional Repository (Bilkent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I168864056","host_organization_name":"Bilkent University","host_organization_lineage":["https://openalex.org/I168864056"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"Article"},{"id":"pmh:oai:repository.bilkent.edu.tr:11693/30093","is_oa":true,"landing_page_url":"http://hdl.handle.net/11693/30093","pdf_url":null,"source":{"id":"https://openalex.org/S4306400079","display_name":"Bilkent University Institutional Repository (Bilkent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I168864056","host_organization_name":"Bilkent University","host_organization_lineage":["https://openalex.org/I168864056"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Thesis"}],"best_oa_location":{"id":"pmh:oai:openaccess.hacettepe.edu.tr:11655/17069","is_oa":true,"landing_page_url":"http://hdl.handle.net/11655/17069","pdf_url":null,"source":{"id":"https://openalex.org/S4306402578","display_name":"Hacettepe University Institutional Repository (hacettepe.edu.tr)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66514158","host_organization_name":"Hacettepe University","host_organization_lineage":["https://openalex.org/I66514158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W113271233","https://openalex.org/W1619613027","https://openalex.org/W1984372368","https://openalex.org/W2030041075","https://openalex.org/W2079385922","https://openalex.org/W2080743883","https://openalex.org/W2084676687","https://openalex.org/W2094786692","https://openalex.org/W2109200236","https://openalex.org/W2109997609","https://openalex.org/W2110116545","https://openalex.org/W2117082318","https://openalex.org/W2120874718","https://openalex.org/W2132048066","https://openalex.org/W2134647348","https://openalex.org/W2143093135","https://openalex.org/W2150430828","https://openalex.org/W2151103935","https://openalex.org/W2152942156","https://openalex.org/W2156398782","https://openalex.org/W2159551006","https://openalex.org/W2160633263","https://openalex.org/W2170979329","https://openalex.org/W6604608628","https://openalex.org/W6678307415","https://openalex.org/W6685127993"],"related_works":["https://openalex.org/W3036827782","https://openalex.org/W2951194758","https://openalex.org/W2356087891","https://openalex.org/W2553152692","https://openalex.org/W2134401318","https://openalex.org/W1555506570","https://openalex.org/W2183514925","https://openalex.org/W2348439329","https://openalex.org/W2373336158","https://openalex.org/W2080625741"],"abstract_inverted_index":{"In":[0,101],"digital":[1],"pathology,":[2],"devising":[3],"effective":[4,124,250],"image":[5,30,35,77],"representations":[6],"is":[7,106,249],"crucial":[8],"to":[9,22,54,107,182,211,251,258],"design":[10,108],"robust":[11],"automated":[12],"diagnosis":[13],"systems.":[14],"To":[15],"this":[16,102,116,140,233],"end,":[17,117],"many":[18],"studies":[19,49],"have":[20],"proposed":[21],"develop":[23],"object-based":[24],"representations,":[25],"instead":[26],"of":[27,41,73,91,126,139,157,193,217,242],"directly":[28],"using":[29],"pixels,":[31],"since":[32],"a":[33,38,85,109,120,147,155,202,221],"histopathological":[34,113,246],"may":[36,180],"contain":[37],"considerable":[39],"amount":[40],"noise":[42],"typically":[43],"at":[44],"the":[45,70,89,93,134,165,213],"pixel-level.":[46],"These":[47],"previous":[48,166],"mostly":[50],"employ":[51],"color":[52],"information":[53,177],"define":[55],"their":[56],"objects,":[57],"which":[58,95,205,248],"approximately":[59],"represent":[60],"histological":[61,184],"tissue":[62,150,185,191,229],"components":[63,186],"in":[64,96,160],"an":[65,161,218],"image,":[66,94],"and":[67,79,175,178,215,237,244],"then":[68],"use":[69],"spatial":[71],"distribution":[72],"these":[74,127,168],"objects":[75,159,169],"for":[76,112,123,153],"representation":[78,125,241],"classification.":[80],"Thus,":[81],"object":[82,219,235],"definition":[83,236],"has":[84],"direct":[86],"effect":[87],"on":[88,227],"way":[90],"representing":[92],"turn":[97],"affects":[98],"classification":[99,110,135,255],"accuracies.":[100],"paper,":[103],"our":[104],"aim":[105],"system":[111],"images.":[114],"Towards":[115],"we":[118,206],"present":[119],"new":[121,148,203,234],"model":[122,141],"images":[128,230],"that":[129,232],"will":[130],"be":[131],"used":[132],"by":[133],"system.":[136],"The":[137],"contributions":[138],"are":[142,170],"twofold.":[143],"First,":[144],"it":[145,200],"introduces":[146],"two-tier":[149],"decomposition":[151],"method":[152],"defining":[154],"set":[156],"multityped":[158],"image.":[162],"Different":[163],"than":[164],"studies,":[167],"defined":[171],"combining":[172],"texture,":[173],"shape,":[174],"size":[176,216],"they":[179],"correspond":[181],"individual":[183],"as":[187,189],"well":[188],"local":[190],"subregions":[192],"different":[194],"characteristics.":[195],"As":[196],"its":[197,259],"second":[198],"contribution,":[199],"defines":[201],"metric,":[204],"call":[207],"dominant":[208],"blob":[209],"scale,":[210],"characterize":[212],"shape":[214],"with":[220],"single":[222],"scalar":[223],"value.":[224],"Our":[225],"experiments":[226],"colon":[228],"reveal":[231],"characterization":[238],"provides":[239],"distinguishing":[240],"normal":[243],"cancerous":[245],"images,":[247],"obtain":[252],"more":[253],"accurate":[254],"results":[256],"compared":[257],"counterparts.":[260]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":3}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}
