{"id":"https://openalex.org/W4407266705","doi":"https://doi.org/10.1109/isbi60581.2025.10980749","title":"PI-RADS Inspired Architecture: A New Deep Learning Approach to Detect Clinically Significant Prostate Cancer on MRI","display_name":"PI-RADS Inspired Architecture: A New Deep Learning Approach to Detect Clinically Significant Prostate Cancer on MRI","publication_year":2025,"publication_date":"2025-04-14","ids":{"openalex":"https://openalex.org/W4407266705","doi":"https://doi.org/10.1109/isbi60581.2025.10980749"},"language":"en","primary_location":{"id":"doi:10.1109/isbi60581.2025.10980749","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10980749","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://imt-atlantique.hal.science/hal-04934805","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062911776","display_name":"Kamilia Taguelmimt","orcid":null},"institutions":[{"id":"https://openalex.org/I161929037","display_name":"Universit\u00e9 de Bretagne Occidentale","ror":"https://ror.org/01b8h3982","country_code":"FR","type":"education","lineage":["https://openalex.org/I161929037"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"funder","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I4210161065","display_name":"Laboratoire de Traitement de l'Information M\u00e9dicale","ror":"https://ror.org/05mqemx33","country_code":"FR","type":"facility","lineage":["https://openalex.org/I154526488","https://openalex.org/I4210105774","https://openalex.org/I4210161065"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Kamilia Taguelmimt","raw_affiliation_strings":["LaTIM, UMR1101, INSERM, University of Brest,France","LaTIM - Laboratoire de Traitement de l'Information Medicale (CHRU Morvan, B\u00e2timent 1, 1er \u00e9tage, bureau 1056, 2 avenue Foch, 29609 Brest, France - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LaTIM, UMR1101, INSERM, University of Brest,France","institution_ids":["https://openalex.org/I154526488","https://openalex.org/I4210161065","https://openalex.org/I161929037"]},{"raw_affiliation_string":"LaTIM - Laboratoire de Traitement de l'Information Medicale (CHRU Morvan, B\u00e2timent 1, 1er \u00e9tage, bureau 1056, 2 avenue Foch, 29609 Brest, France - France)","institution_ids":["https://openalex.org/I4210161065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088984924","display_name":"Hong-Phuong Dang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210107720","display_name":"CentraleSup\u00e9lec","ror":"https://ror.org/019tcpt25","country_code":"FR","type":"facility","lineage":["https://openalex.org/I277688954","https://openalex.org/I4210107720"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"funder","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I161929037","display_name":"Universit\u00e9 de Bretagne Occidentale","ror":"https://ror.org/01b8h3982","country_code":"FR","type":"education","lineage":["https://openalex.org/I161929037"]},{"id":"https://openalex.org/I4210100151","display_name":"Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique","ror":"https://ror.org/013q33h79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210095849","https://openalex.org/I4210100151","https://openalex.org/I56067802","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I4210161065","display_name":"Laboratoire de Traitement de l'Information M\u00e9dicale","ror":"https://ror.org/05mqemx33","country_code":"FR","type":"facility","lineage":["https://openalex.org/I154526488","https://openalex.org/I4210105774","https://openalex.org/I4210161065"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Hong-Phuong Dang","raw_affiliation_strings":["LaTIM, UMR1101, INSERM, University of Brest,France","IETR - Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique (Campus de Beaulieu B\u00e2timent 11D 263 Av.G\u00e9n\u00e9ral Leclerc-CS 74205 35042 Rennes Cedex - France)","CentraleSup\u00e9lec [campus de Rennes] (Campus de Rennes, Av. de la Boulaie, 35510 Cesson-S\u00e9vign\u00e9 - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LaTIM, UMR1101, INSERM, University of Brest,France","institution_ids":["https://openalex.org/I154526488","https://openalex.org/I4210161065","https://openalex.org/I161929037"]},{"raw_affiliation_string":"IETR - Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique (Campus de Beaulieu B\u00e2timent 11D 263 Av.G\u00e9n\u00e9ral Leclerc-CS 74205 35042 Rennes Cedex - France)","institution_ids":["https://openalex.org/I4210100151"]},{"raw_affiliation_string":"CentraleSup\u00e9lec [campus de Rennes] (Campus de Rennes, Av. de la Boulaie, 35510 Cesson-S\u00e9vign\u00e9 - France)","institution_ids":["https://openalex.org/I4210107720"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031109928","display_name":"Gustavo Andrade-Miranda","orcid":"https://orcid.org/0000-0002-6499-5655"},"institutions":[{"id":"https://openalex.org/I4210161065","display_name":"Laboratoire de Traitement de l'Information M\u00e9dicale","ror":"https://ror.org/05mqemx33","country_code":"FR","type":"facility","lineage":["https://openalex.org/I154526488","https://openalex.org/I4210105774","https://openalex.org/I4210161065"]},{"id":"https://openalex.org/I161929037","display_name":"Universit\u00e9 de Bretagne Occidentale","ror":"https://ror.org/01b8h3982","country_code":"FR","type":"education","lineage":["https://openalex.org/I161929037"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"funder","lineage":["https://openalex.org/I154526488"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Gustavo Andrade-Miranda","raw_affiliation_strings":["LaTIM, UMR1101, INSERM, University of Brest,France","LaTIM - Laboratoire de Traitement de l'Information Medicale (CHRU Morvan, B\u00e2timent 1, 1er \u00e9tage, bureau 1056, 2 avenue Foch, 29609 Brest, France - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LaTIM, UMR1101, INSERM, University of Brest,France","institution_ids":["https://openalex.org/I154526488","https://openalex.org/I4210161065","https://openalex.org/I161929037"]},{"raw_affiliation_string":"LaTIM - Laboratoire de Traitement de l'Information Medicale (CHRU Morvan, B\u00e2timent 1, 1er \u00e9tage, bureau 1056, 2 avenue Foch, 29609 Brest, France - France)","institution_ids":["https://openalex.org/I4210161065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017138072","display_name":"Dimitris Visvikis","orcid":"https://orcid.org/0000-0003-0831-3637"},"institutions":[{"id":"https://openalex.org/I4210161065","display_name":"Laboratoire de Traitement de l'Information M\u00e9dicale","ror":"https://ror.org/05mqemx33","country_code":"FR","type":"facility","lineage":["https://openalex.org/I154526488","https://openalex.org/I4210105774","https://openalex.org/I4210161065"]},{"id":"https://openalex.org/I161929037","display_name":"Universit\u00e9 de Bretagne Occidentale","ror":"https://ror.org/01b8h3982","country_code":"FR","type":"education","lineage":["https://openalex.org/I161929037"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"funder","lineage":["https://openalex.org/I154526488"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Dimitris Visvikis","raw_affiliation_strings":["LaTIM, UMR1101, INSERM, University of Brest,France","LaTIM - Laboratoire de Traitement de l'Information Medicale (CHRU Morvan, B\u00e2timent 1, 1er \u00e9tage, bureau 1056, 2 avenue Foch, 29609 Brest, France - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LaTIM, UMR1101, INSERM, University of Brest,France","institution_ids":["https://openalex.org/I154526488","https://openalex.org/I4210161065","https://openalex.org/I161929037"]},{"raw_affiliation_string":"LaTIM - Laboratoire de Traitement de l'Information Medicale (CHRU Morvan, B\u00e2timent 1, 1er \u00e9tage, bureau 1056, 2 avenue Foch, 29609 Brest, France - France)","institution_ids":["https://openalex.org/I4210161065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108669950","display_name":"Bernard Malavaud","orcid":null},"institutions":[{"id":"https://openalex.org/I4210098740","display_name":"Institut universitaire du cancer de Toulouse Oncopole","ror":"https://ror.org/014hxhm89","country_code":"FR","type":"funder","lineage":["https://openalex.org/I4210098740"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Bernard Malavaud","raw_affiliation_strings":["Toulouse Oncopole University Cancer Institute,France","IUCT Oncopole - UMR 1037 - Institut Universitaire du Cancer de Toulouse - Oncopole (Av. Ir\u00e8ne Joliot-Curie 31100 Toulouse - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Toulouse Oncopole University Cancer Institute,France","institution_ids":["https://openalex.org/I4210098740"]},{"raw_affiliation_string":"IUCT Oncopole - UMR 1037 - Institut Universitaire du Cancer de Toulouse - Oncopole (Av. Ir\u00e8ne Joliot-Curie 31100 Toulouse - France)","institution_ids":["https://openalex.org/I4210098740"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5105822185","display_name":"Julien Bert","orcid":"https://orcid.org/0000-0002-2756-942X"},"institutions":[{"id":"https://openalex.org/I4210161065","display_name":"Laboratoire de Traitement de l'Information M\u00e9dicale","ror":"https://ror.org/05mqemx33","country_code":"FR","type":"facility","lineage":["https://openalex.org/I154526488","https://openalex.org/I4210105774","https://openalex.org/I4210161065"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"funder","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I161929037","display_name":"Universit\u00e9 de Bretagne Occidentale","ror":"https://ror.org/01b8h3982","country_code":"FR","type":"education","lineage":["https://openalex.org/I161929037"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Julien Bert","raw_affiliation_strings":["LaTIM, UMR1101, INSERM, University of Brest,France","LaTIM - Laboratoire de Traitement de l'Information Medicale (CHRU Morvan, B\u00e2timent 1, 1er \u00e9tage, bureau 1056, 2 avenue Foch, 29609 Brest, France - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LaTIM, UMR1101, INSERM, University of Brest,France","institution_ids":["https://openalex.org/I154526488","https://openalex.org/I4210161065","https://openalex.org/I161929037"]},{"raw_affiliation_string":"LaTIM - Laboratoire de Traitement de l'Information Medicale (CHRU Morvan, B\u00e2timent 1, 1er \u00e9tage, bureau 1056, 2 avenue Foch, 29609 Brest, France - France)","institution_ids":["https://openalex.org/I4210161065"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5062911776"],"corresponding_institution_ids":["https://openalex.org/I154526488","https://openalex.org/I161929037","https://openalex.org/I4210161065"],"apc_list":null,"apc_paid":null,"fwci":1.1926,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.74593948,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9200999736785889,"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"}},"topics":[{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9200999736785889,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/prostate-cancer","display_name":"Prostate cancer","score":0.6237475872039795},{"id":"https://openalex.org/keywords/prostate","display_name":"Prostate","score":0.5629753470420837},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5470477342605591},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5265995264053345},{"id":"https://openalex.org/keywords/cancer-detection","display_name":"Cancer detection","score":0.5211096405982971},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.4608255624771118},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4586887061595917},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4254021942615509},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3245873749256134},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.1150406002998352}],"concepts":[{"id":"https://openalex.org/C2780192828","wikidata":"https://www.wikidata.org/wiki/Q181257","display_name":"Prostate cancer","level":3,"score":0.6237475872039795},{"id":"https://openalex.org/C2776235491","wikidata":"https://www.wikidata.org/wiki/Q9625","display_name":"Prostate","level":3,"score":0.5629753470420837},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5470477342605591},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5265995264053345},{"id":"https://openalex.org/C2985322473","wikidata":"https://www.wikidata.org/wiki/Q3044843","display_name":"Cancer detection","level":3,"score":0.5211096405982971},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.4608255624771118},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4586887061595917},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4254021942615509},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3245873749256134},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.1150406002998352},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isbi60581.2025.10980749","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10980749","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04934805v1","is_oa":true,"landing_page_url":"https://imt-atlantique.hal.science/hal-04934805","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"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":"IEEE International Symposium on Biomedical Imaging, Apr 2025, Houston, United States. &#x27E8;10.1109/ISBI60581.2025.10980749&#x27E9;","raw_type":"Conference papers"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04934805v1","is_oa":true,"landing_page_url":"https://imt-atlantique.hal.science/hal-04934805","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"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":"IEEE International Symposium on Biomedical Imaging, Apr 2025, Houston, United States. &#x27E8;10.1109/ISBI60581.2025.10980749&#x27E9;","raw_type":"Conference papers"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.46000000834465027,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1996681001","https://openalex.org/W2082328647","https://openalex.org/W2170797410","https://openalex.org/W2752782242","https://openalex.org/W2922071185","https://openalex.org/W3000558611","https://openalex.org/W3014974815","https://openalex.org/W3174086521","https://openalex.org/W4286633252","https://openalex.org/W4384829591","https://openalex.org/W4393926609","https://openalex.org/W4399564385","https://openalex.org/W4401374964","https://openalex.org/W4403228931"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W299695548","https://openalex.org/W4403381637","https://openalex.org/W3015759778","https://openalex.org/W2088520467","https://openalex.org/W2075763133","https://openalex.org/W2376423713","https://openalex.org/W1583600832","https://openalex.org/W4405368054","https://openalex.org/W4205438228"],"abstract_inverted_index":{"This":[0],"work":[1],"presents":[2],"PI-RADS-Net,":[3],"a":[4,28,39],"deep-learning":[5],"model":[6,26],"inspired":[7],"by":[8,21],"the":[9,35,52,81,97],"PI-RADS":[10],"protocol":[11],"to":[12],"detect":[13],"clinically":[14,100],"significant":[15,101],"prostate":[16,102],"cancers":[17],"(csPCa)":[18],"on":[19],"MRI":[20],"emulating":[22],"radiologists'":[23],"decision-making.":[24],"The":[25],"employs":[27],"two-branch":[29],"architecture,":[30],"using":[31],"T2-weighted":[32],"images":[33],"for":[34,51,95],"transition":[36],"zone":[37],"and":[38,45,107],"combination":[40],"of":[41,84,99],"diffusion-weighted":[42],"imaging":[43],"(DWI)":[44],"apparent":[46],"diffusion":[47],"coefficient":[48],"(ADC)":[49],"sequences":[50],"peripheral":[53],"zone.":[54],"An":[55],"initial":[56],"extension,":[57],"PI-RADS-BimodalNet,":[58],"which":[59],"incorporates":[60],"clinical":[61],"parameters,":[62],"was":[63],"also":[64],"developed.":[65],"Experimental":[66],"results":[67],"demonstrate":[68],"that":[69],"PI-RADS-Net":[70],"significantly":[71],"improves":[72],"classification":[73],"accuracy,":[74],"while":[75],"PI-RADS-BimodalNet":[76],"achieves":[77],"an":[78],"area":[79],"under":[80],"curve":[82],"(AUC)":[83],"0.83":[85],"in":[86],"testing,":[87],"surpassing":[88],"other":[89],"models.":[90],"Our":[91],"approach":[92],"holds":[93],"promise":[94],"improving":[96],"diagnosis":[98],"cancer,":[103],"reducing":[104],"unnecessary":[105],"biopsies,":[106],"enhancing":[108],"patient":[109],"outcomes.":[110]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}
