{"id":"https://openalex.org/W4385490508","doi":"https://doi.org/10.1186/s13640-023-00612-1","title":"Comparison of synthetic dataset generation methods for medical intervention rooms using medical clothing detection as an example","display_name":"Comparison of synthetic dataset generation methods for medical intervention rooms using medical clothing detection as an example","publication_year":2023,"publication_date":"2023-08-02","ids":{"openalex":"https://openalex.org/W4385490508","doi":"https://doi.org/10.1186/s13640-023-00612-1"},"language":"en","primary_location":{"id":"doi:10.1186/s13640-023-00612-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-023-00612-1","pdf_url":"https://jivp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13640-023-00612-1","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://jivp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13640-023-00612-1","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027301529","display_name":"Patrick Sch\u00fclein","orcid":"https://orcid.org/0000-0001-9792-0038"},"institutions":[{"id":"https://openalex.org/I112756935","display_name":"Technische Hochschule Mannheim","ror":"https://ror.org/04p61dj41","country_code":"DE","type":"education","lineage":["https://openalex.org/I112756935"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Patrick Sch\u00fclein","raw_affiliation_strings":["ESM-Institute, University of Applied Sciences Mannheim, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"ESM-Institute, University of Applied Sciences Mannheim, Mannheim, Germany","institution_ids":["https://openalex.org/I112756935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010815824","display_name":"Hannah Teufel","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hannah Teufel","raw_affiliation_strings":["ESM-Institute, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"ESM-Institute, Mannheim, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047492196","display_name":"Ronja Vorpahl","orcid":null},"institutions":[{"id":"https://openalex.org/I112756935","display_name":"Technische Hochschule Mannheim","ror":"https://ror.org/04p61dj41","country_code":"DE","type":"education","lineage":["https://openalex.org/I112756935"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ronja Vorpahl","raw_affiliation_strings":["ESM-Institute, University of Applied Sciences Mannheim, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"ESM-Institute, University of Applied Sciences Mannheim, Mannheim, Germany","institution_ids":["https://openalex.org/I112756935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043528198","display_name":"Indira Emter","orcid":null},"institutions":[{"id":"https://openalex.org/I112756935","display_name":"Technische Hochschule Mannheim","ror":"https://ror.org/04p61dj41","country_code":"DE","type":"education","lineage":["https://openalex.org/I112756935"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Indira Emter","raw_affiliation_strings":["ESM-Institute, University of Applied Sciences Mannheim, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"ESM-Institute, University of Applied Sciences Mannheim, Mannheim, Germany","institution_ids":["https://openalex.org/I112756935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036831294","display_name":"Yannick Bukschat","orcid":null},"institutions":[{"id":"https://openalex.org/I112756935","display_name":"Technische Hochschule Mannheim","ror":"https://ror.org/04p61dj41","country_code":"DE","type":"education","lineage":["https://openalex.org/I112756935"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Yannick Bukschat","raw_affiliation_strings":["ESM-Institute, University of Applied Sciences Mannheim, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"ESM-Institute, University of Applied Sciences Mannheim, Mannheim, Germany","institution_ids":["https://openalex.org/I112756935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109000951","display_name":"Marcus Pfister","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153902","display_name":"Siemens Healthcare (Germany)","ror":"https://ror.org/0449c4c15","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210153902"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marcus Pfister","raw_affiliation_strings":["Siemens Healthineers AG, Advanced Therapies, Forchheim, Germany"],"affiliations":[{"raw_affiliation_string":"Siemens Healthineers AG, Advanced Therapies, Forchheim, Germany","institution_ids":["https://openalex.org/I4210153902"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033902704","display_name":"Nils Rathmann","orcid":"https://orcid.org/0000-0002-2795-5611"},"institutions":[{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Nils Rathmann","raw_affiliation_strings":["Clinic for Radiology and Nuclear Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"Clinic for Radiology and Nuclear Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110251570","display_name":"Steffen J. Diehl","orcid":null},"institutions":[{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Steffen Diehl","raw_affiliation_strings":["Clinic for Radiology and Nuclear Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"Clinic for Radiology and Nuclear Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004165533","display_name":"Marcus Vetter","orcid":"https://orcid.org/0009-0004-1003-1078"},"institutions":[{"id":"https://openalex.org/I112756935","display_name":"Technische Hochschule Mannheim","ror":"https://ror.org/04p61dj41","country_code":"DE","type":"education","lineage":["https://openalex.org/I112756935"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Marcus Vetter","raw_affiliation_strings":["ESM-Institute, University of Applied Sciences Mannheim, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"ESM-Institute, University of Applied Sciences Mannheim, Mannheim, Germany","institution_ids":["https://openalex.org/I112756935"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5004165533","https://openalex.org/A5027301529"],"corresponding_institution_ids":["https://openalex.org/I112756935"],"apc_list":{"value":1140,"currency":"GBP","value_usd":1398},"apc_paid":{"value":1140,"currency":"GBP","value_usd":1398},"fwci":0.2145,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.46426235,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"2023","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10719","display_name":"3D Shape Modeling and Analysis","score":0.9908999800682068,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T10719","display_name":"3D Shape Modeling and Analysis","score":0.9908999800682068,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9886000156402588,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9616000056266785,"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/computer-science","display_name":"Computer science","score":0.7340472936630249},{"id":"https://openalex.org/keywords/clothing","display_name":"Clothing","score":0.5669295787811279},{"id":"https://openalex.org/keywords/synthetic-data","display_name":"Synthetic data","score":0.5639225840568542},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.48140501976013184},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45510023832321167},{"id":"https://openalex.org/keywords/rendering","display_name":"Rendering (computer graphics)","score":0.4494660198688507},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4485345482826233},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.4466806948184967},{"id":"https://openalex.org/keywords/augmented-reality","display_name":"Augmented reality","score":0.44471243023872375},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.328768253326416},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3281556963920593},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09960493445396423}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7340472936630249},{"id":"https://openalex.org/C530175646","wikidata":"https://www.wikidata.org/wiki/Q11460","display_name":"Clothing","level":2,"score":0.5669295787811279},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.5639225840568542},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.48140501976013184},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45510023832321167},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.4494660198688507},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4485345482826233},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.4466806948184967},{"id":"https://openalex.org/C153715457","wikidata":"https://www.wikidata.org/wiki/Q254183","display_name":"Augmented reality","level":2,"score":0.44471243023872375},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.328768253326416},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3281556963920593},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09960493445396423},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s13640-023-00612-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-023-00612-1","pdf_url":"https://jivp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13640-023-00612-1","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:36f3c1c92ff74a46bbd80222ec32e733","is_oa":true,"landing_page_url":"https://doaj.org/article/36f3c1c92ff74a46bbd80222ec32e733","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"EURASIP Journal on Image and Video Processing, Vol 2023, Iss 1, Pp 1-21 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13640-023-00612-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-023-00612-1","pdf_url":"https://jivp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13640-023-00612-1","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3324202502","display_name":null,"funder_award_id":"M2OLIE","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G352791218","display_name":null,"funder_award_id":"(BMBF)","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G457121696","display_name":null,"funder_award_id":"13GW0389B","funder_id":"https://openalex.org/F4320327217","funder_display_name":"Siemens Healthineers"},{"id":"https://openalex.org/G5307994104","display_name":null,"funder_award_id":"Research Campus M2OLIE","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G6082823439","display_name":null,"funder_award_id":"13GW0389C","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G8843512770","display_name":null,"funder_award_id":"13GW0389B","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"},{"id":"https://openalex.org/F4320327217","display_name":"Siemens Healthineers","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4385490508.pdf"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W1967554269","https://openalex.org/W2101032778","https://openalex.org/W2104449113","https://openalex.org/W2117539524","https://openalex.org/W2194775991","https://openalex.org/W2495373560","https://openalex.org/W2576289912","https://openalex.org/W2605102758","https://openalex.org/W2740455604","https://openalex.org/W2768683308","https://openalex.org/W2884561390","https://openalex.org/W2922220370","https://openalex.org/W2962957005","https://openalex.org/W2963201472","https://openalex.org/W2963675327","https://openalex.org/W2968638474","https://openalex.org/W3034971973","https://openalex.org/W3053462477","https://openalex.org/W3092646344","https://openalex.org/W3107471220","https://openalex.org/W3180134609","https://openalex.org/W4280517343","https://openalex.org/W6607687417"],"related_works":["https://openalex.org/W2738456166","https://openalex.org/W2352745894","https://openalex.org/W2057731951","https://openalex.org/W2358836583","https://openalex.org/W2172197285","https://openalex.org/W2991048842","https://openalex.org/W2750280393","https://openalex.org/W2355696739","https://openalex.org/W2119941839","https://openalex.org/W2022897160"],"abstract_inverted_index":{"Abstract":[0],"Purpose":[1],"The":[2,75,136],"availability":[3],"of":[4,27,91,116,179,201,218,229,284,295],"real":[5,87,192],"data":[6,28,44,186,193,207,244,264],"from":[7,298],"areas":[8,48],"with":[9,205],"high":[10],"privacy":[11],"requirements,":[12],"such":[13],"as":[14,72],"the":[15,22,37,64,80,84,127,133,165,177,188,215,219,235,265,281,293,314],"medical":[16,38,65,68,299,315],"intervention":[17,39,300],"space":[18],"is":[19,77,129,174,287],"low":[20],"and":[21,86,94,102,119,154,182],"acquisition":[23],"complex":[24],"in":[25,36,99,114,151,313],"terms":[26],"protection.":[29],"To":[30],"enable":[31],"research":[32],"for":[33,43,46,63],"assistance":[34,311],"systems":[35],"room,":[40],"new":[41],"methods":[42],"generation":[45],"these":[47],"must":[49],"be":[50,162,246,268,278],"researched.":[51],"Therefore,":[52],"this":[53],"work":[54],"presents":[55],"a":[56,60,100,111,117,120,159,170,209,288],"way":[57],"to":[58,78,131,140,191,270,291],"create":[59],"synthetic":[61,85,181],"dataset":[62,113,123,217],"context,":[66],"using":[67,105,164,225,259],"clothing":[69,93,96,144,147,203],"object":[70],"detection":[71],"an":[73],"example.":[74],"goal":[76],"close":[79],"reality":[81,167,184],"gap":[82,236],"between":[83],"data.":[88,168],"Methods":[89,90],"3D-scanned":[92],"designed":[95,146,202],"are":[97,139],"compared":[98,190],"Domain-Randomization":[101],"Structured-Domain-Randomization":[103,200],"scenario":[104],"two":[106],"different":[107,134],"rendering":[108],"engines.":[109],"Additionally,":[110],"Mixed-Reality":[112,206],"front":[115],"greenscreen":[118],"target":[121,221,231,241,261],"domain":[122,232,242,262],"were":[124],"used":[125,130],"while":[126],"latter":[128],"evaluate":[132],"datasets.":[135],"experiments":[137,197],"conducted":[138],"show":[141,255],"whether":[142,176],"scanned":[143],"or":[145],"produce":[148],"better":[149],"results":[150],"Domain":[152,156],"Randomization":[153],"Structured":[155],"Randomization.":[157],"Likewise,":[158],"baseline":[160,210],"will":[161,303],"generated":[163],"mixed":[166,183],"In":[169,274],"further":[171,304],"experiment":[172],"it":[173,276,306],"investigated":[175],"combination":[178],"real,":[180],"image":[185],"improves":[187],"accuracy":[189,266],"only.":[194],"Results":[195],"Our":[196],"show,":[198],"that":[199,256,280],"together":[204],"provide":[208],"achieving":[211],"72.0%":[212],"mAP":[213,250],"on":[214,307],"test":[216],"clinical":[220],"domain.":[222,316],"When":[223],"additionally":[224,258],"15%":[226],"(99":[227],"images)":[228,240],"available":[230],"train":[233,243,263],"data,":[234],"towards":[237],"100%":[238,260],"(660":[239],"could":[245,267],"nearly":[247],"closed":[248],"80.05%":[249],"(81.95%":[251],"mAP).":[252],"Finally,":[253],"we":[254],"when":[257],"increased":[269],"83.35%":[271],"mAP.":[272],"Conclusion":[273],"conclusion,":[275],"can":[277],"stated":[279],"presented":[282],"modeling":[283],"health":[285],"professionals":[286],"promising":[289],"methodology":[290],"address":[292],"challenge":[294],"missing":[296],"datasets":[297],"rooms.":[301],"We":[302],"investigate":[305],"various":[308],"tasks,":[309],"like":[310],"systems,":[312]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}