{"id":"https://openalex.org/W4387785451","doi":"https://doi.org/10.1109/ispa58351.2023.10279274","title":"Conventional Cervical Cytology Image Dataset with Cell Outline Annotations","display_name":"Conventional Cervical Cytology Image Dataset with Cell Outline Annotations","publication_year":2023,"publication_date":"2023-09-18","ids":{"openalex":"https://openalex.org/W4387785451","doi":"https://doi.org/10.1109/ispa58351.2023.10279274"},"language":"en","primary_location":{"id":"doi:10.1109/ispa58351.2023.10279274","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ispa58351.2023.10279274","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Symposium on Image and Signal Processing and Analysis (ISPA)","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/A5010400697","display_name":"Antonina Pater","orcid":"https://orcid.org/0000-0003-4441-2712"},"institutions":[{"id":"https://openalex.org/I4210159312","display_name":"Institute of Biocybernetics and Biomedical Engineering","ror":"https://ror.org/05f8zcs55","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210159312","https://openalex.org/I99542240"]},{"id":"https://openalex.org/I99542240","display_name":"Polish Academy of Sciences","ror":"https://ror.org/01dr6c206","country_code":"PL","type":"government","lineage":["https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Antonina Pater","raw_affiliation_strings":["Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences,Warsaw,Poland","Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences, Warsaw, Poland"],"raw_orcid":"https://orcid.org/0000-0003-4441-2712","affiliations":[{"raw_affiliation_string":"Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences,Warsaw,Poland","institution_ids":["https://openalex.org/I4210159312"]},{"raw_affiliation_string":"Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences, Warsaw, Poland","institution_ids":["https://openalex.org/I4210159312","https://openalex.org/I99542240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000644039","display_name":"Krzysztof Siemion","orcid":"https://orcid.org/0000-0003-2354-9891"},"institutions":[{"id":"https://openalex.org/I146122375","display_name":"Medical University of Bia\u0142ystok","ror":"https://ror.org/00y4ya841","country_code":"PL","type":"education","lineage":["https://openalex.org/I146122375"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Krzysztof Siemion","raw_affiliation_strings":["Medical University of Bialystok,Medical Pathomorphology Department,Bialystok,Poland","Medical Pathomorphology Department, Medical University of Bialystok, Bialystok, Poland"],"raw_orcid":"https://orcid.org/0000-0003-2354-9891","affiliations":[{"raw_affiliation_string":"Medical University of Bialystok,Medical Pathomorphology Department,Bialystok,Poland","institution_ids":["https://openalex.org/I146122375"]},{"raw_affiliation_string":"Medical Pathomorphology Department, Medical University of Bialystok, Bialystok, Poland","institution_ids":["https://openalex.org/I146122375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093094136","display_name":"Karol Deptuch","orcid":"https://orcid.org/0000-0002-8285-6261"},"institutions":[{"id":"https://openalex.org/I4210159312","display_name":"Institute of Biocybernetics and Biomedical Engineering","ror":"https://ror.org/05f8zcs55","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210159312","https://openalex.org/I99542240"]},{"id":"https://openalex.org/I99542240","display_name":"Polish Academy of Sciences","ror":"https://ror.org/01dr6c206","country_code":"PL","type":"government","lineage":["https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Karol Deptuch","raw_affiliation_strings":["Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences,Warsaw,Poland","Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences, Warsaw, Poland"],"raw_orcid":"https://orcid.org/0000-0002-8285-6261","affiliations":[{"raw_affiliation_string":"Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences,Warsaw,Poland","institution_ids":["https://openalex.org/I4210159312"]},{"raw_affiliation_string":"Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences, Warsaw, Poland","institution_ids":["https://openalex.org/I4210159312","https://openalex.org/I99542240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042167570","display_name":"\u0141ukasz Roszkowiak","orcid":"https://orcid.org/0000-0002-1878-6588"},"institutions":[{"id":"https://openalex.org/I4210159312","display_name":"Institute of Biocybernetics and Biomedical Engineering","ror":"https://ror.org/05f8zcs55","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210159312","https://openalex.org/I99542240"]},{"id":"https://openalex.org/I99542240","display_name":"Polish Academy of Sciences","ror":"https://ror.org/01dr6c206","country_code":"PL","type":"government","lineage":["https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"\u0141ukasz Roszkowiak","raw_affiliation_strings":["Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences,Warsaw,Poland","Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences, Warsaw, Poland"],"raw_orcid":"https://orcid.org/0000-0002-1878-6588","affiliations":[{"raw_affiliation_string":"Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences,Warsaw,Poland","institution_ids":["https://openalex.org/I4210159312"]},{"raw_affiliation_string":"Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences, Warsaw, Poland","institution_ids":["https://openalex.org/I4210159312","https://openalex.org/I99542240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032598711","display_name":"Jakub \u017bak","orcid":"https://orcid.org/0000-0003-3826-7846"},"institutions":[{"id":"https://openalex.org/I4210159312","display_name":"Institute of Biocybernetics and Biomedical Engineering","ror":"https://ror.org/05f8zcs55","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210159312","https://openalex.org/I99542240"]},{"id":"https://openalex.org/I99542240","display_name":"Polish Academy of Sciences","ror":"https://ror.org/01dr6c206","country_code":"PL","type":"government","lineage":["https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Jakub \u017bak","raw_affiliation_strings":["Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences,Warsaw,Poland","Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences, Warsaw, Poland"],"raw_orcid":"https://orcid.org/0000-0003-3826-7846","affiliations":[{"raw_affiliation_string":"Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences,Warsaw,Poland","institution_ids":["https://openalex.org/I4210159312"]},{"raw_affiliation_string":"Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences, Warsaw, Poland","institution_ids":["https://openalex.org/I4210159312","https://openalex.org/I99542240"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102718979","display_name":"Katarzyna Jakubowska","orcid":"https://orcid.org/0000-0002-4960-7204"},"institutions":[{"id":"https://openalex.org/I146122375","display_name":"Medical University of Bia\u0142ystok","ror":"https://ror.org/00y4ya841","country_code":"PL","type":"education","lineage":["https://openalex.org/I146122375"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Katarzyna Jakubowska","raw_affiliation_strings":["Maria Sklodowska-Curie, Bialystok Oncology Centre,Department of Pathomorphology,Bialystok,Poland","Department of Pathomorphology, Maria Sklodowska-Curie, Bialystok Oncology Centre, Bialystok, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Maria Sklodowska-Curie, Bialystok Oncology Centre,Department of Pathomorphology,Bialystok,Poland","institution_ids":["https://openalex.org/I146122375"]},{"raw_affiliation_string":"Department of Pathomorphology, Maria Sklodowska-Curie, Bialystok Oncology Centre, Bialystok, Poland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027631445","display_name":"S Su\u0142kowski","orcid":"https://orcid.org/0000-0003-3943-8467"},"institutions":[{"id":"https://openalex.org/I146122375","display_name":"Medical University of Bia\u0142ystok","ror":"https://ror.org/00y4ya841","country_code":"PL","type":"education","lineage":["https://openalex.org/I146122375"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Stanis\u0142aw Sulkowski","raw_affiliation_strings":["Medical University of Bialystok,Department of General Pathomorphology,Bialystok,Poland","Department of General Pathomorphology, Medical University of Bialystok, Bialystok, Poland"],"raw_orcid":"https://orcid.org/0000-0003-3943-8467","affiliations":[{"raw_affiliation_string":"Medical University of Bialystok,Department of General Pathomorphology,Bialystok,Poland","institution_ids":["https://openalex.org/I146122375"]},{"raw_affiliation_string":"Department of General Pathomorphology, Medical University of Bialystok, Bialystok, Poland","institution_ids":["https://openalex.org/I146122375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062437973","display_name":"M Baltaziak","orcid":"https://orcid.org/0000-0002-7429-9901"},"institutions":[{"id":"https://openalex.org/I146122375","display_name":"Medical University of Bia\u0142ystok","ror":"https://ror.org/00y4ya841","country_code":"PL","type":"education","lineage":["https://openalex.org/I146122375"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Marek Baltaziak","raw_affiliation_strings":["Medical University of Bialystok,Department of General Pathomorphology,Bialystok,Poland","Department of General Pathomorphology, Medical University of Bialystok, Bialystok, Poland"],"raw_orcid":"https://orcid.org/0000-0002-7429-9901","affiliations":[{"raw_affiliation_string":"Medical University of Bialystok,Department of General Pathomorphology,Bialystok,Poland","institution_ids":["https://openalex.org/I146122375"]},{"raw_affiliation_string":"Department of General Pathomorphology, Medical University of Bialystok, Bialystok, Poland","institution_ids":["https://openalex.org/I146122375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078862596","display_name":"Mariusz Koda","orcid":"https://orcid.org/0000-0002-1678-567X"},"institutions":[{"id":"https://openalex.org/I146122375","display_name":"Medical University of Bia\u0142ystok","ror":"https://ror.org/00y4ya841","country_code":"PL","type":"education","lineage":["https://openalex.org/I146122375"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Mariusz Koda","raw_affiliation_strings":["Medical University of Bialystok,Department of General Pathomorphology,Bialystok,Poland","Department of General Pathomorphology, Medical University of Bialystok, Bialystok, Poland"],"raw_orcid":"https://orcid.org/0000-0002-1678-567X","affiliations":[{"raw_affiliation_string":"Medical University of Bialystok,Department of General Pathomorphology,Bialystok,Poland","institution_ids":["https://openalex.org/I146122375"]},{"raw_affiliation_string":"Department of General Pathomorphology, Medical University of Bialystok, Bialystok, Poland","institution_ids":["https://openalex.org/I146122375"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011706410","display_name":"Anna Korzy\u0144ska","orcid":"https://orcid.org/0000-0002-6488-4832"},"institutions":[{"id":"https://openalex.org/I4210159312","display_name":"Institute of Biocybernetics and Biomedical Engineering","ror":"https://ror.org/05f8zcs55","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210159312","https://openalex.org/I99542240"]},{"id":"https://openalex.org/I99542240","display_name":"Polish Academy of Sciences","ror":"https://ror.org/01dr6c206","country_code":"PL","type":"government","lineage":["https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Anna Korzy\u0144ska","raw_affiliation_strings":["Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences,Warsaw,Poland","Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences, Warsaw, Poland"],"raw_orcid":"https://orcid.org/0000-0002-6488-4832","affiliations":[{"raw_affiliation_string":"Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences,Warsaw,Poland","institution_ids":["https://openalex.org/I4210159312"]},{"raw_affiliation_string":"Nalecz Institute of Biocybernetics and Biomedical Engineering, Polish Academy of Sciences, Warsaw, Poland","institution_ids":["https://openalex.org/I4210159312","https://openalex.org/I99542240"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5010400697"],"corresponding_institution_ids":["https://openalex.org/I4210159312","https://openalex.org/I99542240"],"apc_list":null,"apc_paid":null,"fwci":0.3408,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.66458862,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"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/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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9973999857902527,"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/T10146","display_name":"Cervical Cancer and HPV Research","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.7330929636955261},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7129189372062683},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.698858380317688},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.534910261631012},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5074674487113953},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4542851448059082},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4244045317173004},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.38231170177459717},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3587592840194702}],"concepts":[{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.7330929636955261},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7129189372062683},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.698858380317688},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.534910261631012},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5074674487113953},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4542851448059082},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4244045317173004},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.38231170177459717},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3587592840194702}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ispa58351.2023.10279274","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ispa58351.2023.10279274","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Symposium on Image and Signal Processing and Analysis (ISPA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1130308620","display_name":null,"funder_award_id":"POWR.03.02.00-00-I028/17-00","funder_id":"https://openalex.org/F4320307254","funder_display_name":"Esperantic Studies Foundation"}],"funders":[{"id":"https://openalex.org/F4320307254","display_name":"Esperantic Studies Foundation","ror":"https://ror.org/03epg4e71"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W600225349","https://openalex.org/W1686810756","https://openalex.org/W1901129140","https://openalex.org/W1997398123","https://openalex.org/W2108598243","https://openalex.org/W2109840766","https://openalex.org/W2560023338","https://openalex.org/W2565639579","https://openalex.org/W2594262533","https://openalex.org/W2618530766","https://openalex.org/W2784484378","https://openalex.org/W2892046320","https://openalex.org/W2963351448","https://openalex.org/W2963446712","https://openalex.org/W2980091928","https://openalex.org/W2985522522","https://openalex.org/W3014001067","https://openalex.org/W3015933390","https://openalex.org/W3045996770","https://openalex.org/W3161285534","https://openalex.org/W3164368994","https://openalex.org/W3167398644","https://openalex.org/W3169873017","https://openalex.org/W4220982040","https://openalex.org/W4282823078","https://openalex.org/W6734900802"],"related_works":["https://openalex.org/W2361861616","https://openalex.org/W2263699433","https://openalex.org/W2377979023","https://openalex.org/W2218034408","https://openalex.org/W2392921965","https://openalex.org/W2358755282","https://openalex.org/W2625833328","https://openalex.org/W1533177136","https://openalex.org/W4380994516","https://openalex.org/W2251519152"],"abstract_inverted_index":{"Here":[0],"we":[1,70,92],"describe":[2],"our":[3,51,94],"new":[4],"Bialystok":[5,95,134,147,159,173],"dataset":[6,52,96,102,181],"of":[7,20,28,127,152,164],"162":[8],"Papanicolaou":[9],"cervical":[10],"smear":[11,202],"images":[12,25],"containing":[13],"2419":[14],"cells":[15,198],"with":[16,44,55,73,84,86,97],"annotations":[17,39],"in":[18,42,199],"form":[19],"cell":[21,35,66],"cytoplasm":[22],"maps.":[23],"The":[24,154,179],"are":[26,40],"fragments":[27],"whole":[29,200],"slides,":[30],"including":[31,120],"artefacts":[32],"and":[33,80,82,105,114,131,144,195],"dense":[34],"clusters.":[36],"Cell":[37],"classification":[38,83,89],"created":[41],"accordance":[43],"the":[45,56,138],"Bethesda":[46],"system.":[47],"It":[48],"means":[49],"that":[50],"is":[53,182],"coherent":[54],"most":[57],"widely":[58],"used":[59],"cytology":[60],"reporting":[61],"system,":[62],"adaptable":[63],"to":[64,189],"different":[65,88],"annotation":[67,101],"methods.":[68],"Additionally":[69],"perform":[71],"segmentation":[72],"three":[74],"common":[75],"neural":[76,139,155],"networks:":[77],"U-Net,":[78],"FPN":[79],"PSP-Net,":[81],"VGG16":[85,122],"four":[87],"cases.":[90],"Then":[91],"compare":[93],"another":[98],"large":[99],"outline":[100],"Sipakmed":[103,130,143],"qualitatively":[104],"as":[106,174],"training":[107,185],"data":[108],"for":[109,177,184],"deep":[110,186],"learning.":[111],"We":[112],"train":[113],"test":[115],"VGG16,":[116],"on":[117,129,133,142,146,158,169],"both":[118],"datasets,":[119],"cross-testing.":[121],"reaches":[123,148,160],"<tex":[124,149,161],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[125,150,162],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$F_{1}$</tex>":[126,151,163],"99.09%":[128],"91.59%":[132],"dataset.":[135],"When":[136],"cross-testing,":[137],"network":[140,156],"trained":[141,157],"tested":[145,168],"87.83%.":[153],"92.74":[165],"%":[166],"when":[167],"Sipakmed.":[170],"Results":[171],"indicate":[172],"more":[175],"challenging":[176],"segmentation.":[178],"proposed":[180],"useful":[183],"learning":[187],"methods":[188],"segment,":[190],"detect":[191],"or":[192],"classify":[193],"physiological":[194],"pathologic":[196],"epithelial":[197],"slide":[201],"images.":[203]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
