{"id":"https://openalex.org/W3010855850","doi":"https://doi.org/10.1117/12.2550114","title":"Histographs: graphs in histopathology","display_name":"Histographs: graphs in histopathology","publication_year":2020,"publication_date":"2020-03-16","ids":{"openalex":"https://openalex.org/W3010855850","doi":"https://doi.org/10.1117/12.2550114","mag":"3010855850"},"language":"en","primary_location":{"id":"doi:10.1117/12.2550114","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2550114","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2020: Digital Pathology","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/A5086814487","display_name":"Deepak Anand","orcid":"https://orcid.org/0000-0001-7189-6885"},"institutions":[{"id":"https://openalex.org/I162827531","display_name":"Indian Institute of Technology Bombay","ror":"https://ror.org/02qyf5152","country_code":"IN","type":"education","lineage":["https://openalex.org/I162827531"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Deepak Anand","raw_affiliation_strings":["Indian Institute of Technology Bombay (India)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Bombay (India)","institution_ids":["https://openalex.org/I162827531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019504802","display_name":"Shrey Gadiya","orcid":null},"institutions":[{"id":"https://openalex.org/I162827531","display_name":"Indian Institute of Technology Bombay","ror":"https://ror.org/02qyf5152","country_code":"IN","type":"education","lineage":["https://openalex.org/I162827531"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shrey Gadiya","raw_affiliation_strings":["Indian Institute of Technology Bombay (India)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Bombay (India)","institution_ids":["https://openalex.org/I162827531"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087629613","display_name":"Amit Sethi","orcid":"https://orcid.org/0000-0002-8634-1804"},"institutions":[{"id":"https://openalex.org/I162827531","display_name":"Indian Institute of Technology Bombay","ror":"https://ror.org/02qyf5152","country_code":"IN","type":"education","lineage":["https://openalex.org/I162827531"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Amit Sethi","raw_affiliation_strings":["Indian Institute of Technology Bombay (India)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Bombay (India)","institution_ids":["https://openalex.org/I162827531"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I162827531"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":52,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"23","last_page":"23"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9789999723434448,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.9754999876022339,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7240030765533447},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5349951982498169},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5272083878517151},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49581560492515564},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4886665642261505},{"id":"https://openalex.org/keywords/histopathology","display_name":"Histopathology","score":0.4399440288543701},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.23206958174705505},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.138569176197052},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.08185610175132751}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7240030765533447},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5349951982498169},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5272083878517151},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49581560492515564},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4886665642261505},{"id":"https://openalex.org/C544855455","wikidata":"https://www.wikidata.org/wiki/Q1070952","display_name":"Histopathology","level":2,"score":0.4399440288543701},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.23206958174705505},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.138569176197052},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08185610175132751}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1117/12.2550114","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2550114","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2020: Digital Pathology","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.6899999976158142,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3039419443","https://openalex.org/W4386772532","https://openalex.org/W2115661411","https://openalex.org/W2399391471","https://openalex.org/W2400254106","https://openalex.org/W2970729894","https://openalex.org/W2485175520","https://openalex.org/W4381996710","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Spatial":[0],"arrangement":[1],"of":[2,4,16,38,42,72,124],"cells":[3,44,106],"various":[5],"types,":[6],"such":[7],"as":[8,66,95,109],"tumor":[9],"infiltrating":[10],"lymphocytes":[11],"and":[12,24,84,89,145],"the":[13,39,43,122,152],"advancing":[14],"edge":[15,110],"a":[17,63,67,96,117],"tumor,":[18],"are":[19,77,107],"important":[20],"features":[21,37,111],"for":[22],"detecting":[23],"characterizing":[25],"cancers.":[26],"However,":[27],"convolutional":[28,58],"neural":[29],"networks":[30,59],"(CNNs)":[31],"do":[32],"not":[33],"explicitly":[34],"extract":[35],"intricate":[36],"spatial":[40,70,102],"arrangements":[41],"from":[45],"histopathology":[46],"images.":[47],"In":[48],"this":[49,125],"work,":[50],"we":[51],"propose":[52],"to":[53],"classify":[54],"cancers":[55],"using":[56,79],"graph":[57,71],"(GCNs)":[60],"by":[61,127],"modeling":[62],"tissue":[64,87],"section":[65],"multi-attributed":[68,97],"multi-relational":[69,118],"its":[73],"constituent":[74],"cells.":[75],"Cells":[76],"detected":[78],"their":[80,114],"nuclei":[81],"in":[82,116,146],"H":[83],"E":[85],"stained":[86],"image,":[88],"each":[90],"cell\u2019s":[91],"appearance":[92],"is":[93,132],"captured":[94,108],"high-dimensional":[98],"vertex":[99],"feature.":[100],"The":[101],"relations":[103],"between":[104],"neighboring":[105],"based":[112],"on":[113,138,151],"distances":[115],"graph.":[119],"We":[120],"demonstrate":[121],"utility":[123],"approach":[126],"obtaining":[128],"classification":[129],"accuracy":[130],"that":[131],"competitive":[133],"with":[134],"CNNs,":[135],"specifically,":[136],"Inception-v3,":[137],"two":[139],"tasks":[140],"\u2013":[141,150],"cancerous":[142],"versus":[143,148],"non-cancerous":[144],"situ":[147],"invasive":[149],"BACH":[153],"breast":[154],"cancer":[155],"dataset.":[156]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":19},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":4}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}