{"id":"https://openalex.org/W2682232410","doi":"https://doi.org/10.1109/isbi.2017.7950495","title":"Automated 3D lymphoma lesion segmentation from PET/CT characteristics","display_name":"Automated 3D lymphoma lesion segmentation from PET/CT characteristics","publication_year":2017,"publication_date":"2017-04-01","ids":{"openalex":"https://openalex.org/W2682232410","doi":"https://doi.org/10.1109/isbi.2017.7950495","mag":"2682232410"},"language":"en","primary_location":{"id":"doi:10.1109/isbi.2017.7950495","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2017.7950495","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE 14th International Symposium on Biomedical Imaging (ISBI 2017)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-01616459","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041108929","display_name":"\u00c9lo\u00efse Grossiord","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2800365227","display_name":"Paris-Est Sup","ror":"https://ror.org/0268ecp52","country_code":"FR","type":"education","lineage":["https://openalex.org/I2800365227"]},{"id":"https://openalex.org/I4210152518","display_name":"Laboratoire d'Informatique Gaspard-Monge","ror":"https://ror.org/04t50yk91","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I142631665","https://openalex.org/I4210145102","https://openalex.org/I4210152518","https://openalex.org/I4210154111","https://openalex.org/I4210159245"]},{"id":"https://openalex.org/I4210154111","display_name":"Universit\u00e9 Gustave Eiffel","ror":"https://ror.org/03x42jk29","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210154111"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Eloise Grossiord","raw_affiliation_strings":["Universit\u00e9 Paris-Est, CNRS, France","LIGM - Laboratoire d'Informatique Gaspard-Monge (Universit\u00e9 Gustave Eiffel, Cit\u00e9 Descartes, B\u00e2timent Copernic, 5 bd Descartes, 77454 Marne-la-Vall\u00e9e Cedex 2 - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e9 Paris-Est, CNRS, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I2800365227"]},{"raw_affiliation_string":"LIGM - Laboratoire d'Informatique Gaspard-Monge (Universit\u00e9 Gustave Eiffel, Cit\u00e9 Descartes, B\u00e2timent Copernic, 5 bd Descartes, 77454 Marne-la-Vall\u00e9e Cedex 2 - France)","institution_ids":["https://openalex.org/I4210152518","https://openalex.org/I4210154111"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002452272","display_name":"Hugues Talbot","orcid":"https://orcid.org/0000-0002-2179-3498"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2800365227","display_name":"Paris-Est Sup","ror":"https://ror.org/0268ecp52","country_code":"FR","type":"education","lineage":["https://openalex.org/I2800365227"]},{"id":"https://openalex.org/I4210152518","display_name":"Laboratoire d'Informatique Gaspard-Monge","ror":"https://ror.org/04t50yk91","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I142631665","https://openalex.org/I4210145102","https://openalex.org/I4210152518","https://openalex.org/I4210154111","https://openalex.org/I4210159245"]},{"id":"https://openalex.org/I4210154111","display_name":"Universit\u00e9 Gustave Eiffel","ror":"https://ror.org/03x42jk29","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210154111"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Hugues Talbot","raw_affiliation_strings":["Universit\u00e9 Paris-Est, CNRS, France","LIGM - Laboratoire d'Informatique Gaspard-Monge (Universit\u00e9 Gustave Eiffel, Cit\u00e9 Descartes, B\u00e2timent Copernic, 5 bd Descartes, 77454 Marne-la-Vall\u00e9e Cedex 2 - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e9 Paris-Est, CNRS, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I2800365227"]},{"raw_affiliation_string":"LIGM - Laboratoire d'Informatique Gaspard-Monge (Universit\u00e9 Gustave Eiffel, Cit\u00e9 Descartes, B\u00e2timent Copernic, 5 bd Descartes, 77454 Marne-la-Vall\u00e9e Cedex 2 - France)","institution_ids":["https://openalex.org/I4210152518","https://openalex.org/I4210154111"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037096002","display_name":"Nicolas Passat","orcid":"https://orcid.org/0000-0002-0320-4581"},"institutions":[{"id":"https://openalex.org/I4210100943","display_name":"Centre de Recherche en Sciences et Technologies de l'Information et de la Communication","ror":"https://ror.org/016wdna72","country_code":"FR","type":"facility","lineage":["https://openalex.org/I154526488","https://openalex.org/I4210100943","https://openalex.org/I4210141980","https://openalex.org/I96226040"]},{"id":"https://openalex.org/I96226040","display_name":"Universit\u00e9 de Reims Champagne-Ardenne","ror":"https://ror.org/03hypw319","country_code":"FR","type":"education","lineage":["https://openalex.org/I96226040"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nicolas Passat","raw_affiliation_strings":["Universite de Reims Champagne-Ardenne, Reims, Champagne-Ardenne, FR","CRESTIC - Centre de Recherche en Sciences et Technologies de l'Information et de la Communication - EA 3804 (UFR Sciences Exactes et Naturelles, Moulin de la Housse, BP 1039, 51687 Reims CEDEX 2, FRANCE - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universite de Reims Champagne-Ardenne, Reims, Champagne-Ardenne, FR","institution_ids":["https://openalex.org/I96226040"]},{"raw_affiliation_string":"CRESTIC - Centre de Recherche en Sciences et Technologies de l'Information et de la Communication - EA 3804 (UFR Sciences Exactes et Naturelles, Moulin de la Housse, BP 1039, 51687 Reims CEDEX 2, FRANCE - France)","institution_ids":["https://openalex.org/I4210100943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014639728","display_name":"Michel Meignan","orcid":"https://orcid.org/0000-0001-5071-3330"},"institutions":[{"id":"https://openalex.org/I205747304","display_name":"Institut National Polytechnique de Toulouse","ror":"https://ror.org/033p9g875","country_code":"FR","type":"education","lineage":["https://openalex.org/I205747304"]},{"id":"https://openalex.org/I4210107115","display_name":"The Lymphoma Academic Research Organisation","ror":"https://ror.org/0106jdf02","country_code":"FR","type":"other","lineage":["https://openalex.org/I4210107115"]},{"id":"https://openalex.org/I4210113288","display_name":"H\u00f4pital Lyon Sud","ror":"https://ror.org/023xgd207","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210100596","https://openalex.org/I4210113288"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Michel Meignan","raw_affiliation_strings":["The Lymphoma Academic Research Organisation (LYSARC), Lyon, France","LYSARC - The Lymphoma Academic Research Organisation [Lyon] (Centre Hospitalier Lyon-Sud \r\nSecteur Sainte Eug\u00e9nie\r\nPavillon 6D \r\n69495 PIERRE-BENITE Cedex - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Lymphoma Academic Research Organisation (LYSARC), Lyon, France","institution_ids":["https://openalex.org/I4210107115"]},{"raw_affiliation_string":"LYSARC - The Lymphoma Academic Research Organisation [Lyon] (Centre Hospitalier Lyon-Sud \r\nSecteur Sainte Eug\u00e9nie\r\nPavillon 6D \r\n69495 PIERRE-BENITE Cedex - France)","institution_ids":["https://openalex.org/I205747304","https://openalex.org/I4210107115","https://openalex.org/I4210113288"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052368829","display_name":"Laurent Najman","orcid":"https://orcid.org/0000-0002-6190-0235"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2800365227","display_name":"Paris-Est Sup","ror":"https://ror.org/0268ecp52","country_code":"FR","type":"education","lineage":["https://openalex.org/I2800365227"]},{"id":"https://openalex.org/I4210152518","display_name":"Laboratoire d'Informatique Gaspard-Monge","ror":"https://ror.org/04t50yk91","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I142631665","https://openalex.org/I4210145102","https://openalex.org/I4210152518","https://openalex.org/I4210154111","https://openalex.org/I4210159245"]},{"id":"https://openalex.org/I4210154111","display_name":"Universit\u00e9 Gustave Eiffel","ror":"https://ror.org/03x42jk29","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210154111"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Laurent Najman","raw_affiliation_strings":["Universit\u00e9 Paris-Est, CNRS, France","LIGM - Laboratoire d'Informatique Gaspard-Monge (Universit\u00e9 Gustave Eiffel, Cit\u00e9 Descartes, B\u00e2timent Copernic, 5 bd Descartes, 77454 Marne-la-Vall\u00e9e Cedex 2 - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e9 Paris-Est, CNRS, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I2800365227"]},{"raw_affiliation_string":"LIGM - Laboratoire d'Informatique Gaspard-Monge (Universit\u00e9 Gustave Eiffel, Cit\u00e9 Descartes, B\u00e2timent Copernic, 5 bd Descartes, 77454 Marne-la-Vall\u00e9e Cedex 2 - France)","institution_ids":["https://openalex.org/I4210152518","https://openalex.org/I4210154111"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":10.5573,"has_fulltext":false,"cited_by_count":42,"citation_normalized_percentile":{"value":0.98829862,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"174","last_page":"178"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9998999834060669,"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9998999834060669,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9997000098228455,"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":0.9948999881744385,"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":0.7447023987770081},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6477392315864563},{"id":"https://openalex.org/keywords/positron-emission-tomography","display_name":"Positron emission tomography","score":0.6249451041221619},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6223739385604858},{"id":"https://openalex.org/keywords/thresholding","display_name":"Thresholding","score":0.6061756610870361},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.576018214225769},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.46798941493034363},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4593726396560669},{"id":"https://openalex.org/keywords/pet-ct","display_name":"PET-CT","score":0.4458829462528229},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3732157051563263},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.326591432094574},{"id":"https://openalex.org/keywords/nuclear-medicine","display_name":"Nuclear medicine","score":0.2127925157546997},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.15677496790885925},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.14365726709365845}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7447023987770081},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6477392315864563},{"id":"https://openalex.org/C2775842073","wikidata":"https://www.wikidata.org/wiki/Q208376","display_name":"Positron emission tomography","level":2,"score":0.6249451041221619},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6223739385604858},{"id":"https://openalex.org/C191178318","wikidata":"https://www.wikidata.org/wiki/Q2256906","display_name":"Thresholding","level":3,"score":0.6061756610870361},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.576018214225769},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.46798941493034363},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4593726396560669},{"id":"https://openalex.org/C127077266","wikidata":"https://www.wikidata.org/wiki/Q3488638","display_name":"PET-CT","level":3,"score":0.4458829462528229},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3732157051563263},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.326591432094574},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.2127925157546997},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.15677496790885925},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14365726709365845}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isbi.2017.7950495","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2017.7950495","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE 14th International Symposium on Biomedical Imaging (ISBI 2017)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-01616459v1","is_oa":true,"landing_page_url":"https://hal.science/hal-01616459","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://ieeexplore.ieee.org/document/7950495","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-01616459v1","is_oa":true,"landing_page_url":"https://hal.science/hal-01616459","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://ieeexplore.ieee.org/document/7950495","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"display_name":"Life in Land","score":0.6700000166893005,"id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W748803803","https://openalex.org/W1422856796","https://openalex.org/W1501911784","https://openalex.org/W1594031697","https://openalex.org/W1597318419","https://openalex.org/W1910102824","https://openalex.org/W1940093082","https://openalex.org/W1966828720","https://openalex.org/W1967362871","https://openalex.org/W1993917351","https://openalex.org/W1994177402","https://openalex.org/W2015205751","https://openalex.org/W2019929699","https://openalex.org/W2038210795","https://openalex.org/W2044465660","https://openalex.org/W2047076586","https://openalex.org/W2054516549","https://openalex.org/W2111744777","https://openalex.org/W2117747385","https://openalex.org/W2119173284","https://openalex.org/W2128280382","https://openalex.org/W2146842130","https://openalex.org/W2156835537","https://openalex.org/W2215096069","https://openalex.org/W2343470717","https://openalex.org/W2751754953","https://openalex.org/W2911964244","https://openalex.org/W3105618524","https://openalex.org/W6640630033","https://openalex.org/W6679036467"],"related_works":["https://openalex.org/W2138983844","https://openalex.org/W1968965685","https://openalex.org/W2012792772","https://openalex.org/W2356573839","https://openalex.org/W2111883783","https://openalex.org/W2009028679","https://openalex.org/W2357424838","https://openalex.org/W2356903262","https://openalex.org/W4237142086","https://openalex.org/W2327601824"],"abstract_inverted_index":{"Positron":[0],"Emission":[1],"Tomography":[2],"(PET)":[3],"using18F-FDG":[4],"is":[5,127],"recognized":[6],"as":[7],"the":[8,25,41,62,64,80,104,108,135,179,192,236],"modality":[9,65],"of":[10,27,30,36,43,85,137,183,194,217,221,238,240,252],"choice":[11],"for":[12,24,71,154,224],"lymphoma,":[13,225],"due":[14,60],"to":[15,38,61,79,98,102,123,144,173,202],"its":[16],"high":[17],"sensitivity":[18,249],"and":[19,34,45,82,117,197,243,250,254],"specificity.":[20],"Its":[21],"wider":[22],"use":[23],"detection":[26,160,237],"lesions,":[28,242],"quantification":[29],"their":[31],"metabolic":[32],"activity":[33],"evaluation":[35],"response":[37],"treatment":[39],"demands":[40],"development":[42],"accurate":[44,52,244],"reproducible":[46],"quantitative":[47],"image":[48,148],"interpretation":[49],"tools.":[50],"An":[51],"tumour":[53,76],"delineation":[54],"remains":[55,112],"a":[56,113,124,155,165,215],"challenge":[57],"in":[58,75,134],"PET,":[59],"limitations":[63],"suffers":[66],"from,":[67],"despite":[68],"being":[69],"essential":[70],"quantifying":[72],"reliable":[73],"changes":[74],"tissues.":[77],"Due":[78],"spatial":[81],"spectral":[83],"properties":[84],"PET":[86,158],"images,":[87],"most":[88],"methods":[89,95],"rely":[90,145],"on":[91,146,206,214],"intensity-based":[92],"strategies.":[93],"Recent":[94],"also":[96],"propose":[97,143,172],"integrate":[99],"anatomical":[100],"priors":[101],"improve":[103],"segmentation":[105,245],"process.":[106,168],"However,":[107],"current":[109],"routinely-used":[110],"approach":[111,213],"local":[114],"relative":[115],"thresholding":[116,204],"requires":[118],"important":[119],"user":[120,259],"interaction,":[121],"leading":[122],"process":[125],"that":[126],"not":[128],"only":[129],"user-dependent":[130],"but":[131],"very":[132],"laborious":[133],"case":[136],"lymphomas.":[138],"In":[139],"this":[140],"paper,":[141],"we":[142,171],"hierarchical":[147],"models":[149,200],"embedding":[150],"multimodality":[151],"PET/CT":[152,186,208,219],"descriptors":[153],"fully":[156],"automated":[157],"lesion":[159],"/":[161],"segmentation,":[162],"performed":[163],"via":[164],"machine":[166,195],"learning":[167,196],"More":[169],"precisely,":[170],"perform":[174],"random":[175],"forest":[176],"classification":[177],"within":[178],"mixed":[180],"spatial-spectral":[181],"space":[182],"component-trees":[184],"modeling":[185],"mages.":[187],"This":[188],"new":[189],"approach,":[190],"combining":[191],"strengths":[193],"morphological":[198],"hierarchy":[199],"leads":[201],"intelligent":[203],"based":[205],"high-level":[207],"knowledge.":[209],"We":[210],"evaluate":[211],"our":[212],"database":[216],"multi-centric":[218],"images":[220],"patients":[222],"treated":[223],"delineated":[226],"by":[227],"an":[228],"expert.":[229],"Our":[230],"method":[231],"provides":[232],"good":[233],"efficiency,":[234],"with":[235,247],"92%":[239],"all":[241],"results":[246],"mean":[248],"specificity":[251],"0.73":[253],"0.99":[255],"respectively,":[256],"without":[257],"any":[258],"interaction.":[260]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":10},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":1}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}