{"id":"https://openalex.org/W4409104598","doi":"https://doi.org/10.1088/2632-2153/adc870","title":"Generative adversarial networks for creating realistic training data for machine learning-based segmentation of FIB tomography data","display_name":"Generative adversarial networks for creating realistic training data for machine learning-based segmentation of FIB tomography data","publication_year":2025,"publication_date":"2025-04-02","ids":{"openalex":"https://openalex.org/W4409104598","doi":"https://doi.org/10.1088/2632-2153/adc870"},"language":"en","primary_location":{"id":"doi:10.1088/2632-2153/adc870","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/adc870","pdf_url":null,"source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1088/2632-2153/adc870","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053581236","display_name":"Trushal Sardhara","orcid":"https://orcid.org/0000-0001-9915-3039"},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]},{"id":"https://openalex.org/I884043246","display_name":"Hamburg University of Technology","ror":"https://ror.org/04bs1pb34","country_code":"DE","type":"education","lineage":["https://openalex.org/I884043246"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Trushal Sardhara","raw_affiliation_strings":["Institute for Continuum and Material Mechanics, Hamburg University of Technology, Hamburg, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Continuum and Material Mechanics, Hamburg University of Technology, Hamburg, Germany","institution_ids":["https://openalex.org/I159176309","https://openalex.org/I884043246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041511949","display_name":"Christian J. Cyron","orcid":"https://orcid.org/0000-0001-8264-0885"},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]},{"id":"https://openalex.org/I4210139239","display_name":"Helmholtz-Zentrum Hereon","ror":"https://ror.org/03qjp1d79","country_code":"DE","type":"government","lineage":["https://openalex.org/I1305996414","https://openalex.org/I4210139239"]},{"id":"https://openalex.org/I884043246","display_name":"Hamburg University of Technology","ror":"https://ror.org/04bs1pb34","country_code":"DE","type":"education","lineage":["https://openalex.org/I884043246"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christian J Cyron","raw_affiliation_strings":["Institute for Continuum and Material Mechanics, Hamburg University of Technology, Hamburg, Germany","Institute of Material Systems Modeling, Helmholtz-Zentrum Hereon, Geesthacht, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Continuum and Material Mechanics, Hamburg University of Technology, Hamburg, Germany","institution_ids":["https://openalex.org/I159176309","https://openalex.org/I884043246"]},{"raw_affiliation_string":"Institute of Material Systems Modeling, Helmholtz-Zentrum Hereon, Geesthacht, Germany","institution_ids":["https://openalex.org/I4210139239"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082788993","display_name":"Martin Ritter","orcid":"https://orcid.org/0000-0002-5664-859X"},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]},{"id":"https://openalex.org/I884043246","display_name":"Hamburg University of Technology","ror":"https://ror.org/04bs1pb34","country_code":"DE","type":"education","lineage":["https://openalex.org/I884043246"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Martin Ritter","raw_affiliation_strings":["Electron Microscopy Unit, Hamburg University of Technology, Hamburg, Germany"],"affiliations":[{"raw_affiliation_string":"Electron Microscopy Unit, Hamburg University of Technology, Hamburg, Germany","institution_ids":["https://openalex.org/I159176309","https://openalex.org/I884043246"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020428373","display_name":"Roland C. Aydin","orcid":"https://orcid.org/0000-0002-9542-9146"},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]},{"id":"https://openalex.org/I4210139239","display_name":"Helmholtz-Zentrum Hereon","ror":"https://ror.org/03qjp1d79","country_code":"DE","type":"government","lineage":["https://openalex.org/I1305996414","https://openalex.org/I4210139239"]},{"id":"https://openalex.org/I884043246","display_name":"Hamburg University of Technology","ror":"https://ror.org/04bs1pb34","country_code":"DE","type":"education","lineage":["https://openalex.org/I884043246"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Roland C Aydin","raw_affiliation_strings":["Institute for Continuum and Material Mechanics, Hamburg University of Technology, Hamburg, Germany","Institute of Material Systems Modeling, Helmholtz-Zentrum Hereon, Geesthacht, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Continuum and Material Mechanics, Hamburg University of Technology, Hamburg, Germany","institution_ids":["https://openalex.org/I159176309","https://openalex.org/I884043246"]},{"raw_affiliation_string":"Institute of Material Systems Modeling, Helmholtz-Zentrum Hereon, Geesthacht, Germany","institution_ids":["https://openalex.org/I4210139239"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5053581236"],"corresponding_institution_ids":["https://openalex.org/I159176309","https://openalex.org/I884043246"],"apc_list":{"value":1600,"currency":"GBP","value_usd":1962},"apc_paid":{"value":1600,"currency":"GBP","value_usd":1962},"fwci":1.3893,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.78129931,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"6","issue":"2","first_page":"025023","last_page":"025023"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12282","display_name":"Mineral Processing and Grinding","score":0.9824000000953674,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T12282","display_name":"Mineral Processing and Grinding","score":0.9824000000953674,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T12386","display_name":"Advanced X-ray and CT Imaging","score":0.982200026512146,"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/T10892","display_name":"Drilling and Well Engineering","score":0.9743000268936157,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.7532247304916382},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.7445745468139648},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6665241122245789},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6573235988616943},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.6357568502426147},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.576580822467804},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.5566441416740417},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5139060020446777},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.4573158919811249},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3228311240673065},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.21411842107772827},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.08477333188056946}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.7532247304916382},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.7445745468139648},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6665241122245789},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6573235988616943},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.6357568502426147},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.576580822467804},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.5566441416740417},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5139060020446777},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.4573158919811249},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3228311240673065},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.21411842107772827},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.08477333188056946},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1088/2632-2153/adc870","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/adc870","pdf_url":null,"source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},{"id":"pmh:doi:10.15480/882.15136","is_oa":true,"landing_page_url":"https://hdl.handle.net/11420/55512","pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:83abcdd0adad480a9b9a3c2de23aee15","is_oa":true,"landing_page_url":"https://doaj.org/article/83abcdd0adad480a9b9a3c2de23aee15","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":"Machine Learning: Science and Technology, Vol 6, Iss 2, p 025023 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1088/2632-2153/adc870","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/adc870","pdf_url":null,"source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6724724586","display_name":null,"funder_award_id":"SFB 986 - Project number 192346071","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1965637518","https://openalex.org/W1992021211","https://openalex.org/W2065748188","https://openalex.org/W2089955997","https://openalex.org/W2162649325","https://openalex.org/W2321720056","https://openalex.org/W2510037617","https://openalex.org/W2791554588","https://openalex.org/W2792550994","https://openalex.org/W3023939003","https://openalex.org/W3043034891","https://openalex.org/W3049051982","https://openalex.org/W3135242255","https://openalex.org/W4214536113","https://openalex.org/W4220663356","https://openalex.org/W4254594717","https://openalex.org/W4378714594","https://openalex.org/W4385072530","https://openalex.org/W4392196628","https://openalex.org/W6639824700","https://openalex.org/W6718240422","https://openalex.org/W6736210646","https://openalex.org/W6757304564","https://openalex.org/W6771275388","https://openalex.org/W6781893893","https://openalex.org/W6798749880","https://openalex.org/W6852438576"],"related_works":["https://openalex.org/W2888032422","https://openalex.org/W2996316059","https://openalex.org/W3211393740","https://openalex.org/W3208049411","https://openalex.org/W3022908591","https://openalex.org/W4377980832","https://openalex.org/W4285706568","https://openalex.org/W2897769091","https://openalex.org/W2845413374","https://openalex.org/W3005996785"],"abstract_inverted_index":{"Abstract":[0],"Accurate":[1],"3D":[2,27,40],"reconstruction":[3],"of":[4,7,30,48,66,86,95,121,125],"the":[5,84,96,107,122],"structure":[6],"nanomaterials":[8],"is":[9,21,55,73,78],"essential":[10],"for":[11,25],"studying":[12],"their":[13],"physical":[14],"properties.":[15],"Focused":[16],"ion":[17],"beam":[18],"(FIB)":[19],"tomography":[20,44,77,98,117],"a":[22,63,79,133],"preferred":[23],"method":[24],"creating":[26],"image":[28],"stacks":[29],"micrometer-sized":[31],"material":[32],"volumes":[33],"at":[34],"nanometer":[35],"resolution.":[36],"To":[37],"achieve":[38],"valid":[39],"reconstructions":[41],"from":[42,114],"FIB":[43,76,97,116],"data,":[45],"semantic":[46],"segmentation":[47],"these":[49,101],"images":[50],"using":[51,150],"machine":[52,60],"learning-based":[53],"methods":[54],"often":[56],"beneficial.":[57],"However,":[58,100],"supervised":[59],"learning":[61],"requires":[62],"large":[64],"amount":[65],"training":[67,88],"data":[68,89,111,118,148],"and":[69,106,145],"ground":[70],"truth,":[71],"which":[72],"challenging":[74],"because":[75],"destructive":[80],"technique.":[81],"This":[82],"motivates":[83],"use":[85],"synthetic":[87,109],"generated":[90],"with":[91],"Monte":[92],"Carlo":[93],"simulations":[94,102],"process.":[99],"are":[103],"computationally":[104],"expensive,":[105],"resulting":[108],"imaging":[110],"still":[112],"differs":[113],"real":[115],"in":[119,147],"terms":[120],"statistical":[123],"distribution":[124],"various":[126],"features.":[127],"In":[128],"this":[129],"study,":[130],"we":[131],"propose":[132],"novel":[134],"approach":[135],"to":[136],"overcome":[137],"both":[138],"problems,":[139],"i.e.":[140],"requiring":[141],"high":[142],"computation":[143],"time":[144],"difference":[146],"distribution,":[149],"generative":[151],"adversarial":[152],"networks.":[153]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
