{"id":"https://openalex.org/W4386362764","doi":"https://doi.org/10.1109/isbi53787.2023.10230781","title":"CNSeg-GAN: A Lightweight Generative Adversarial Network For Segmentation of CRL and NT From First-Trimester Fetal Ultrasound","display_name":"CNSeg-GAN: A Lightweight Generative Adversarial Network For Segmentation of CRL and NT From First-Trimester Fetal Ultrasound","publication_year":2023,"publication_date":"2023-04-18","ids":{"openalex":"https://openalex.org/W4386362764","doi":"https://doi.org/10.1109/isbi53787.2023.10230781"},"language":"en","primary_location":{"id":"doi:10.1109/isbi53787.2023.10230781","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi53787.2023.10230781","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI)","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/A5027393899","display_name":"Md. Mostafa Kamal Sarker","orcid":"https://orcid.org/0000-0002-4793-6661"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Md. Mostafa Kamal Sarker","raw_affiliation_strings":["University of Oxford,Institute of Biomedical Engineering,Oxford,UK","Institute of Biomedical Engineering, University of Oxford, Oxford, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford,Institute of Biomedical Engineering,Oxford,UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Institute of Biomedical Engineering, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065289736","display_name":"Robail Yasrab","orcid":"https://orcid.org/0000-0002-1673-1946"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Robail Yasrab","raw_affiliation_strings":["University of Oxford,Institute of Biomedical Engineering,Oxford,UK","Institute of Biomedical Engineering, University of Oxford, Oxford, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford,Institute of Biomedical Engineering,Oxford,UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Institute of Biomedical Engineering, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066105306","display_name":"Mohammad Alsharid","orcid":"https://orcid.org/0000-0002-2271-0578"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]},{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["AE","GB"],"is_corresponding":false,"raw_author_name":"Mohammad Alsharid","raw_affiliation_strings":["University of Oxford,Institute of Biomedical Engineering,Oxford,UK","Department of Electrical Engineering and Computer Science, Khalifa University, Abu Dhabi, UAE","Institute of Biomedical Engineering, University of Oxford, Oxford, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford,Institute of Biomedical Engineering,Oxford,UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, Khalifa University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]},{"raw_affiliation_string":"Institute of Biomedical Engineering, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039160245","display_name":"Aris T. Papageorghiou","orcid":"https://orcid.org/0000-0001-8143-2232"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Aris T. Papageorghiou","raw_affiliation_strings":["University of Oxford,Nuffield Department of Women’s & Reproductive Health,Oxford,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford,Nuffield Department of Women’s & Reproductive Health,Oxford,UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077728082","display_name":"J. Alison Noble","orcid":"https://orcid.org/0000-0002-3060-3772"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"J. Alison Noble","raw_affiliation_strings":["University of Oxford,Institute of Biomedical Engineering,Oxford,UK","Institute of Biomedical Engineering, University of Oxford, Oxford, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford,Institute of Biomedical Engineering,Oxford,UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Institute of Biomedical Engineering, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.2527,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.88993932,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"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/T12552","display_name":"Fetal and Pediatric Neurological Disorders","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"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/T12552","display_name":"Fetal and Pediatric Neurological Disorders","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"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/T10978","display_name":"Prenatal Screening and Diagnostics","score":0.9617000222206116,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"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/T10515","display_name":"Cancer-related molecular mechanisms research","score":0.947700023651123,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6554139852523804},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6526652574539185},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.5586559772491455},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5216981768608093},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5138068795204163},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4364899694919586},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.410679429769516},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4086880683898926},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3460180163383484},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09410175681114197}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6554139852523804},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6526652574539185},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.5586559772491455},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5216981768608093},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5138068795204163},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4364899694919586},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.410679429769516},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4086880683898926},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3460180163383484},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09410175681114197},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isbi53787.2023.10230781","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi53787.2023.10230781","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},{"id":"pmh:oai:ora.ox.ac.uk:uuid:017d0991-6a88-4c79-a1a0-a4a89b942edf","is_oa":false,"landing_page_url":"https://ora.ox.ac.uk/objects/uuid:017d0991-6a88-4c79-a1a0-a4a89b942edf","pdf_url":null,"source":{"id":"https://openalex.org/S4306402636","display_name":"Oxford University Research Archive (ORA) (University of Oxford)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40120149","host_organization_name":"University of Oxford","host_organization_lineage":["https://openalex.org/I40120149"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Symplectic Elements","raw_type":"Conference item"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.46000000834465027}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2139037570","https://openalex.org/W2963073614","https://openalex.org/W2964309882","https://openalex.org/W2979459070","https://openalex.org/W2997225633","https://openalex.org/W3088226460","https://openalex.org/W3177641666","https://openalex.org/W3178709181","https://openalex.org/W3199518642","https://openalex.org/W3202688103","https://openalex.org/W4224982890","https://openalex.org/W4280527152","https://openalex.org/W6639824700"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W2611989081","https://openalex.org/W4230611425","https://openalex.org/W2731899572","https://openalex.org/W4294635752","https://openalex.org/W4304166257","https://openalex.org/W4383066092","https://openalex.org/W3215138031","https://openalex.org/W1522196789","https://openalex.org/W4389345324"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,33,47],"novel,":[4],"low-compute":[5],"and":[6,25,28,44,57,72,89,97],"efficient":[7],"generative":[8],"adversarial":[9],"network":[10],"(GAN)":[11],"design":[12,115],"for":[13,54,119],"automatic":[14,55],"segmentation":[15,58],"called":[16],"CNSeg-GAN,":[17],"which":[18],"combines":[19],"1-D":[20],"kernel":[21],"factorized":[22],"networks,":[23],"spatial":[24],"channel":[26],"attention,":[27],"multi-scale":[29],"aggregation":[30],"mechanisms":[31],"in":[32,62,108,122],"conditional":[34],"GAN":[35],"(cGAN)":[36],"fashion.":[37],"The":[38,110],"proposed":[39,82],"CNSeg-GAN":[40,83],"architecture":[41],"is":[42,84],"trained":[43],"tested":[45],"on":[46,94,99],"first-trimester":[48],"ultrasound":[49],"(US)":[50],"scan":[51],"video":[52],"dataset":[53],"detection":[56],"of":[59,92,112],"anatomical":[60],"structures":[61],"the":[63,81,95,100],"midsagittal":[64],"plane":[65],"to":[66],"enable":[67],"Crown":[68],"Rump":[69],"Length":[70],"(CRL)":[71],"Nuchal":[73],"Translucency":[74],"(NT)":[75],"measurement.":[76],"Experimental":[77],"results":[78],"shows":[79],"that":[80],"x15":[85],"faster":[86],"than":[87],"U-Net":[88],"yields":[90],"mIoU":[91],"78.20%":[93],"CRL":[96],"89.03%":[98],"NT":[101],"dataset,":[102],"respectively":[103],"with":[104],"only":[105],"2.19":[106],"millions":[107],"parameters.":[109],"accuracy":[111],"this":[113],"lightweight":[114],"makes":[116],"it":[117],"well-suited":[118],"real-time":[120],"deployment":[121],"future":[123],"work.":[124]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}