{"id":"https://openalex.org/W4283393932","doi":"https://doi.org/10.1109/isdfs55398.2022.9800776","title":"Classification of Tissue Types in Histology Images Using Graph Convolutional Networks","display_name":"Classification of Tissue Types in Histology Images Using Graph Convolutional Networks","publication_year":2022,"publication_date":"2022-06-06","ids":{"openalex":"https://openalex.org/W4283393932","doi":"https://doi.org/10.1109/isdfs55398.2022.9800776"},"language":"en","primary_location":{"id":"doi:10.1109/isdfs55398.2022.9800776","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isdfs55398.2022.9800776","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 10th International Symposium on Digital Forensics and Security (ISDFS)","raw_type":"proceedings-article"},"type":"article","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/A5071006167","display_name":"Esra Tepe","orcid":"https://orcid.org/0000-0002-6299-8844"},"institutions":[{"id":"https://openalex.org/I4101805","display_name":"Y\u0131ld\u0131z Technical University","ror":"https://ror.org/0547yzj13","country_code":"TR","type":"education","lineage":["https://openalex.org/I4101805"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Esra Tepe","raw_affiliation_strings":["Yıldız Technical University,Dpt. of Computer Engineering,İstanbul,Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yıldız Technical University,Dpt. of Computer Engineering,İstanbul,Turkey","institution_ids":["https://openalex.org/I4101805"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082045666","display_name":"G\u00f6khan Bilgin","orcid":"https://orcid.org/0000-0002-5532-477X"},"institutions":[{"id":"https://openalex.org/I4101805","display_name":"Y\u0131ld\u0131z Technical University","ror":"https://ror.org/0547yzj13","country_code":"TR","type":"education","lineage":["https://openalex.org/I4101805"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Gokhan Bilgin","raw_affiliation_strings":["Yıldız Technical University,Dpt. of Computer Engineering,İstanbul,Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yıldız Technical University,Dpt. of Computer Engineering,İstanbul,Turkey","institution_ids":["https://openalex.org/I4101805"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4101805"],"apc_list":null,"apc_paid":null,"fwci":0.2775,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.61842236,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9998000264167786,"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":0.9998000264167786,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation 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/computer-science","display_name":"Computer science","score":0.6870782375335693},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.672062873840332},{"id":"https://openalex.org/keywords/stroma","display_name":"Stroma","score":0.6486513614654541},{"id":"https://openalex.org/keywords/histology","display_name":"Histology","score":0.6299124360084534},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6147902011871338},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5393194556236267},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.42015668749809265},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.2820737361907959},{"id":"https://openalex.org/keywords/immunohistochemistry","display_name":"Immunohistochemistry","score":0.15021121501922607},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.10088649392127991}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6870782375335693},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.672062873840332},{"id":"https://openalex.org/C52124034","wikidata":"https://www.wikidata.org/wiki/Q557179","display_name":"Stroma","level":3,"score":0.6486513614654541},{"id":"https://openalex.org/C57742111","wikidata":"https://www.wikidata.org/wiki/Q7168","display_name":"Histology","level":2,"score":0.6299124360084534},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6147902011871338},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5393194556236267},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.42015668749809265},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.2820737361907959},{"id":"https://openalex.org/C204232928","wikidata":"https://www.wikidata.org/wiki/Q899285","display_name":"Immunohistochemistry","level":2,"score":0.15021121501922607},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.10088649392127991},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isdfs55398.2022.9800776","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isdfs55398.2022.9800776","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 10th International Symposium on Digital Forensics and Security (ISDFS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1950112384","https://openalex.org/W1994938019","https://openalex.org/W2058715873","https://openalex.org/W2112973039","https://openalex.org/W2118246710","https://openalex.org/W2148309496","https://openalex.org/W2470965540","https://openalex.org/W2604922637","https://openalex.org/W2612271937","https://openalex.org/W2751808960","https://openalex.org/W2766865858","https://openalex.org/W2804072623","https://openalex.org/W2886970679","https://openalex.org/W2907492528","https://openalex.org/W2951901104","https://openalex.org/W2956228567","https://openalex.org/W2963076818","https://openalex.org/W2963281829","https://openalex.org/W2963486920","https://openalex.org/W2964015378","https://openalex.org/W2979750740","https://openalex.org/W2991430586","https://openalex.org/W3013627541","https://openalex.org/W3016553397","https://openalex.org/W3109591148","https://openalex.org/W3152893301","https://openalex.org/W4294558607","https://openalex.org/W4297733535","https://openalex.org/W4300485340","https://openalex.org/W4322614752","https://openalex.org/W6726873649","https://openalex.org/W6738964360","https://openalex.org/W6743410771","https://openalex.org/W6745537798","https://openalex.org/W6746181073","https://openalex.org/W6746693533","https://openalex.org/W6752548760","https://openalex.org/W6753998590","https://openalex.org/W6775769912","https://openalex.org/W6844062172"],"related_works":["https://openalex.org/W2129563426","https://openalex.org/W2417404793","https://openalex.org/W2416582102","https://openalex.org/W1955580232","https://openalex.org/W2066577782","https://openalex.org/W2527686267","https://openalex.org/W2067219724","https://openalex.org/W2066250990","https://openalex.org/W2911373518","https://openalex.org/W2413189224"],"abstract_inverted_index":{"This":[0],"article":[1],"uses":[2],"Graphic":[3],"Neural":[4],"Network":[5,43],"(GNN)":[6],"models":[7],"on":[8,47,109],"histology":[9,36],"images":[10,72],"to":[11,14,25,99],"classify":[12],"tissue":[13,20,57],"find":[15],"phenotypes.":[16],"The":[17],"majority":[18],"of":[19,35,55],"phenotyping":[21],"approaches":[22],"are":[23,73,102],"confined":[24],"tumor":[26],"and":[27,30,67,81,93],"stroma":[28],"classification":[29,106],"necessitate":[31],"a":[32,91],"significant":[33],"number":[34],"images.":[37],"In":[38],"this":[39],"study,":[40],"Graphics":[41],"Convolutional":[42],"(GCN)":[44],"is":[45,90,107],"used":[46],"the":[48,70,78,82,94,110],"CRC":[49],"Tissue":[50],"Phenotyping":[51],"dataset,":[52],"which":[53],"consists":[54],"seven":[56],"phenotypes,":[58],"namely":[59],"Benign,":[60],"Complex":[61],"Stroma,":[62,66],"Debris,":[63],"Inflammatory,":[64],"Muscle,":[65],"Tumor.":[68],"First,":[69],"input":[71],"converted":[74],"into":[75],"superpixels":[76,98],"using":[77,114],"SLIC":[79],"algorithm":[80],"region":[83],"neighborhood":[84],"graphs":[85],"(RAGs),":[86],"where":[87],"each":[88,100],"superpixel":[89],"node,":[92],"edges":[95],"connect":[96],"neighboring":[97],"other":[101],"converted.":[103],"Finally,":[104],"graphic":[105,111],"performed":[108],"data":[112],"set":[113],"GCN.":[115]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}