{"id":"https://openalex.org/W4406264522","doi":"https://doi.org/10.1109/euvip61797.2024.10772813","title":"Comparing Stability and Discriminatory Power of Hand-Crafted Versus Deep Radiomics: A 3D-Printed Anthropomorphic Phantom Study","display_name":"Comparing Stability and Discriminatory Power of Hand-Crafted Versus Deep Radiomics: A 3D-Printed Anthropomorphic Phantom Study","publication_year":2024,"publication_date":"2024-09-08","ids":{"openalex":"https://openalex.org/W4406264522","doi":"https://doi.org/10.1109/euvip61797.2024.10772813"},"language":"en","primary_location":{"id":"doi:10.1109/euvip61797.2024.10772813","is_oa":false,"landing_page_url":"https://doi.org/10.1109/euvip61797.2024.10772813","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 12th European Workshop on Visual Information Processing (EUVIP)","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/A5003229825","display_name":"Oscar Jim\u00e9nez\u2013del\u2013Toro","orcid":"https://orcid.org/0000-0002-0628-3764"},"institutions":[{"id":"https://openalex.org/I7495430","display_name":"Idiap Research Institute","ror":"https://ror.org/05932h694","country_code":"CH","type":"facility","lineage":["https://openalex.org/I7495430"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Oscar Jimenez-del-Toro","raw_affiliation_strings":["Idiap Research Institute,Martigny,Switzerland"],"affiliations":[{"raw_affiliation_string":"Idiap Research Institute,Martigny,Switzerland","institution_ids":["https://openalex.org/I7495430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078170657","display_name":"Christoph Aberle","orcid":"https://orcid.org/0000-0002-8763-4801"},"institutions":[{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Christoph Aberle","raw_affiliation_strings":["University Hospital Basel,Clinic of Radiology and Nuclear Medicine,Basel,Switzerland"],"affiliations":[{"raw_affiliation_string":"University Hospital Basel,Clinic of Radiology and Nuclear Medicine,Basel,Switzerland","institution_ids":["https://openalex.org/I2802542264"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076811767","display_name":"Roger Schaer","orcid":"https://orcid.org/0000-0001-7984-2099"},"institutions":[{"id":"https://openalex.org/I173439891","display_name":"HES-SO University of Applied Sciences and Arts Western Switzerland","ror":"https://ror.org/01xkakk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I173439891"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Roger Schaer","raw_affiliation_strings":["University of Applied Sciences Western Switzerland (HES-SO) Valais,Sierre,Switzerland"],"affiliations":[{"raw_affiliation_string":"University of Applied Sciences Western Switzerland (HES-SO) Valais,Sierre,Switzerland","institution_ids":["https://openalex.org/I173439891"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101448445","display_name":"Michael Bach","orcid":"https://orcid.org/0000-0003-4275-7936"},"institutions":[{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Michael Bach","raw_affiliation_strings":["University Hospital Basel,Clinic of Radiology and Nuclear Medicine,Basel,Switzerland"],"affiliations":[{"raw_affiliation_string":"University Hospital Basel,Clinic of Radiology and Nuclear Medicine,Basel,Switzerland","institution_ids":["https://openalex.org/I2802542264"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085631740","display_name":"Kyriakos Flouris","orcid":"https://orcid.org/0000-0001-7952-1922"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Kyriakos Flouris","raw_affiliation_strings":["ETH Zurich,Computer Vision Lab,Zurich,Switzerland"],"affiliations":[{"raw_affiliation_string":"ETH Zurich,Computer Vision Lab,Zurich,Switzerland","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036970822","display_name":"Ender Konuko\u011flu","orcid":"https://orcid.org/0000-0002-2542-3611"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Ender Konukoglu","raw_affiliation_strings":["ETH Zurich,Computer Vision Lab,Zurich,Switzerland"],"affiliations":[{"raw_affiliation_string":"ETH Zurich,Computer Vision Lab,Zurich,Switzerland","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013671245","display_name":"Bram Stieltjes","orcid":"https://orcid.org/0000-0002-5961-802X"},"institutions":[{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Bram Stieltjes","raw_affiliation_strings":["University Hospital Basel,Clinic of Radiology and Nuclear Medicine,Basel,Switzerland"],"affiliations":[{"raw_affiliation_string":"University Hospital Basel,Clinic of Radiology and Nuclear Medicine,Basel,Switzerland","institution_ids":["https://openalex.org/I2802542264"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087837303","display_name":"Markus M. Obmann","orcid":"https://orcid.org/0000-0001-6586-0034"},"institutions":[{"id":"https://openalex.org/I2802542264","display_name":"University Hospital of Basel","ror":"https://ror.org/04k51q396","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802542264"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Markus M. Obmann","raw_affiliation_strings":["University Hospital Basel,Clinic of Radiology and Nuclear Medicine,Basel,Switzerland"],"affiliations":[{"raw_affiliation_string":"University Hospital Basel,Clinic of Radiology and Nuclear Medicine,Basel,Switzerland","institution_ids":["https://openalex.org/I2802542264"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044829575","display_name":"Andr\u00e9 Anjos","orcid":"https://orcid.org/0000-0001-7248-4014"},"institutions":[{"id":"https://openalex.org/I7495430","display_name":"Idiap Research Institute","ror":"https://ror.org/05932h694","country_code":"CH","type":"facility","lineage":["https://openalex.org/I7495430"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Andr\u00e9 Anjos","raw_affiliation_strings":["Idiap Research Institute,Martigny,Switzerland"],"affiliations":[{"raw_affiliation_string":"Idiap Research Institute,Martigny,Switzerland","institution_ids":["https://openalex.org/I7495430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061961859","display_name":"Henning M\u00fcller","orcid":"https://orcid.org/0000-0001-6800-9878"},"institutions":[{"id":"https://openalex.org/I173439891","display_name":"HES-SO University of Applied Sciences and Arts Western Switzerland","ror":"https://ror.org/01xkakk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I173439891"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Henning M\u00fcller","raw_affiliation_strings":["University of Applied Sciences Western Switzerland (HES-SO) Valais,Sierre,Switzerland"],"affiliations":[{"raw_affiliation_string":"University of Applied Sciences Western Switzerland (HES-SO) Valais,Sierre,Switzerland","institution_ids":["https://openalex.org/I173439891"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043355848","display_name":"Adrien Depeursinge","orcid":"https://orcid.org/0000-0002-2362-0304"},"institutions":[{"id":"https://openalex.org/I173439891","display_name":"HES-SO University of Applied Sciences and Arts Western Switzerland","ror":"https://ror.org/01xkakk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I173439891"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Adrien Depeursinge","raw_affiliation_strings":["University of Applied Sciences Western Switzerland (HES-SO) Valais,Sierre,Switzerland"],"affiliations":[{"raw_affiliation_string":"University of Applied Sciences Western Switzerland (HES-SO) Valais,Sierre,Switzerland","institution_ids":["https://openalex.org/I173439891"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5003229825"],"corresponding_institution_ids":["https://openalex.org/I7495430"],"apc_list":null,"apc_paid":null,"fwci":0.3755,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.59272382,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12386","display_name":"Advanced X-ray and CT Imaging","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12386","display_name":"Advanced X-ray and CT Imaging","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"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":0.9965999722480774,"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.972100019454956,"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/3d-printed","display_name":"3d printed","score":0.8408383131027222},{"id":"https://openalex.org/keywords/imaging-phantom","display_name":"Imaging phantom","score":0.7436964511871338},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.531419038772583},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.510335385799408},{"id":"https://openalex.org/keywords/3d-printing","display_name":"3D printing","score":0.43879061937332153},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3758695721626282},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.239524245262146},{"id":"https://openalex.org/keywords/biomedical-engineering","display_name":"Biomedical engineering","score":0.15599045157432556},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1512044370174408},{"id":"https://openalex.org/keywords/nuclear-medicine","display_name":"Nuclear medicine","score":0.14310532808303833},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.12675970792770386},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.10103115439414978}],"concepts":[{"id":"https://openalex.org/C3019308078","wikidata":"https://www.wikidata.org/wiki/Q229367","display_name":"3d printed","level":2,"score":0.8408383131027222},{"id":"https://openalex.org/C104293457","wikidata":"https://www.wikidata.org/wiki/Q28324852","display_name":"Imaging phantom","level":2,"score":0.7436964511871338},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.531419038772583},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.510335385799408},{"id":"https://openalex.org/C524769229","wikidata":"https://www.wikidata.org/wiki/Q229367","display_name":"3D printing","level":2,"score":0.43879061937332153},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3758695721626282},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.239524245262146},{"id":"https://openalex.org/C136229726","wikidata":"https://www.wikidata.org/wiki/Q327092","display_name":"Biomedical engineering","level":1,"score":0.15599045157432556},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1512044370174408},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.14310532808303833},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12675970792770386},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.10103115439414978},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/euvip61797.2024.10772813","is_oa":false,"landing_page_url":"https://doi.org/10.1109/euvip61797.2024.10772813","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 12th European Workshop on Visual Information Processing (EUVIP)","raw_type":"proceedings-article"},{"id":"pmh:oai:hesso.tind.io:15810","is_oa":false,"landing_page_url":"http://arodes.hes-so.ch/record/15810","pdf_url":null,"source":{"id":"https://openalex.org/S4306402432","display_name":"ArODES (HES-SO (https://www.hes-so.ch/))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210088449","host_organization_name":"HES-SO Gen\u00e8ve","host_organization_lineage":["https://openalex.org/I4210088449"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://arodes.hes-so.ch/record/15810","raw_type":"Text"},{"id":"pmh:oai:iris.unil.ch:iris/276272","is_oa":false,"landing_page_url":"https://iris.unil.ch/handle/iris/276272","pdf_url":null,"source":{"id":"https://openalex.org/S7407055444","display_name":"IRIS","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference paper"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.8100000023841858}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W1955801659","https://openalex.org/W3036311796","https://openalex.org/W4367665844","https://openalex.org/W4385545651","https://openalex.org/W4285543619","https://openalex.org/W4319589397","https://openalex.org/W2582005554","https://openalex.org/W3131618301","https://openalex.org/W3158363272","https://openalex.org/W3207349743"],"abstract_inverted_index":{"Radiomics":[0],"have":[1],"the":[2,36,60,66,99,116,139,147],"ability":[3],"to":[4,22,25],"comprehensively":[5],"quantify":[6],"human":[7],"tissue":[8,55,113,148,155],"characteristics":[9],"in":[10],"medical":[11],"imaging":[12],"studies.":[13],"However,":[14],"standard":[15,74],"radiomic":[16,71,76],"features":[17,42,72,77],"are":[18,121],"highly":[19],"unstable":[20],"due":[21],"their":[23],"sensitivity":[24],"scanner":[26],"and":[27,62,94,109,156],"reconstruction":[28],"settings.":[29],"We":[30,57],"present":[31],"an":[32,106,159],"evaluation":[33],"framework":[34],"for":[35,54,110,146],"extraction":[37],"of":[38,65,91,135,153,163],"3D":[39,68,140],"deep":[40,69,100,119,141],"radiomics":[41,120,142],"using":[43,78],"a":[44,84,111],"pre-trained":[45],"neural":[46],"network":[47],"on":[48,105,127],"real":[49],"computed":[50],"tomography":[51],"(CT)":[52],"scans":[53],"characterization.":[56],"compare":[58],"both":[59],"stability":[61],"discriminative":[63,145,161],"power":[64,162],"proposed":[67],"learning":[70,101],"versus":[73],"hand-crafted":[75,136],"8":[79,128],"image":[80],"acquisition":[81],"protocols":[82],"with":[83,158],"3D-printed":[85],"anthropomorphic":[86],"phantom":[87],"containing":[88],"4":[89,151],"classes":[90,152],"liver":[92,154],"lesions":[93],"normal":[95],"tissue.":[96],"Even":[97],"when":[98],"model":[102],"was":[103],"trained":[104],"external":[107],"dataset":[108],"different":[112],"characterization":[114,149],"task,":[115],"resulting":[117],"generic":[118],"at":[122],"least":[123],"twice":[124],"more":[125],"stable":[126],"CT":[129],"parameter":[130],"variations":[131],"than":[132],"any":[133],"category":[134],"features.":[137],"Moreover,":[138],"were":[143],"also":[144],"between":[150],"lesions,":[157],"average":[160],"93.5%.":[164]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}