{"id":"https://openalex.org/W2943412658","doi":"https://doi.org/10.1007/s10278-019-00220-4","title":"Eye Tracking for Deep Learning Segmentation Using Convolutional Neural Networks","display_name":"Eye Tracking for Deep Learning Segmentation Using Convolutional Neural Networks","publication_year":2019,"publication_date":"2019-05-01","ids":{"openalex":"https://openalex.org/W2943412658","doi":"https://doi.org/10.1007/s10278-019-00220-4","mag":"2943412658","pmid":"https://pubmed.ncbi.nlm.nih.gov/31044392"},"language":"en","primary_location":{"id":"doi:10.1007/s10278-019-00220-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-019-00220-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10278-019-00220-4.pdf","source":{"id":"https://openalex.org/S62275304","display_name":"Journal of Digital Imaging","issn_l":"0897-1889","issn":["0897-1889","1618-727X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Journal of Digital Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10278-019-00220-4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087061886","display_name":"Joseph N. Stember","orcid":"https://orcid.org/0000-0003-3169-9590"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"J. N. Stember","raw_affiliation_strings":["Department of Radiology, Columbia University Medical Center - NYPH, New York, NY, 10032, USA. joestember@gmail.com","Department of Radiology, Columbia University Medical Center - NYPH, New York, NY, 10032, USA"],"raw_orcid":"https://orcid.org/0000-0003-3169-9590","affiliations":[{"raw_affiliation_string":"Department of Radiology, Columbia University Medical Center - NYPH, New York, NY, 10032, USA. joestember@gmail.com","institution_ids":["https://openalex.org/I2799503643"]},{"raw_affiliation_string":"Department of Radiology, Columbia University Medical Center - NYPH, New York, NY, 10032, USA","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086345223","display_name":"Haydar \u00c7elik","orcid":"https://orcid.org/0000-0002-6971-6272"},"institutions":[{"id":"https://openalex.org/I4210155647","display_name":"National Institutes of Health Clinical Center","ror":"https://ror.org/04vfsmv21","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1299303238","https://openalex.org/I4210155647"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"H. Celik","raw_affiliation_strings":["The National Institutes of Health, Clinical Center, Bethesda, MD, 20892, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The National Institutes of Health, Clinical Center, Bethesda, MD, 20892, USA","institution_ids":["https://openalex.org/I4210155647"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060896454","display_name":"Elizabeth A. Krupinski","orcid":"https://orcid.org/0000-0003-2996-7242"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"E. Krupinski","raw_affiliation_strings":["Department of Radiology & Imaging Sciences, Emory University, Atlanta, GA, 30322, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology & Imaging Sciences, Emory University, Atlanta, GA, 30322, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049843981","display_name":"Peter Chang","orcid":"https://orcid.org/0000-0001-7645-7865"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"P. D. Chang","raw_affiliation_strings":["Department of Radiology, University of California, Irvine, CA, 92697, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, University of California, Irvine, CA, 92697, USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074397580","display_name":"Simukayi Mutasa","orcid":"https://orcid.org/0000-0002-6366-7481"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"S. Mutasa","raw_affiliation_strings":["Department of Radiology, Columbia University Medical Center - NYPH, New York, NY, 10032, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Columbia University Medical Center - NYPH, New York, NY, 10032, USA","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026470145","display_name":"Bradford J. Wood","orcid":"https://orcid.org/0000-0002-4297-0051"},"institutions":[{"id":"https://openalex.org/I4210155647","display_name":"National Institutes of Health Clinical Center","ror":"https://ror.org/04vfsmv21","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1299303238","https://openalex.org/I4210155647"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"B. J. Wood","raw_affiliation_strings":["The National Institutes of Health, Clinical Center, Bethesda, MD, 20892, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The National Institutes of Health, Clinical Center, Bethesda, MD, 20892, USA","institution_ids":["https://openalex.org/I4210155647"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007454880","display_name":"Angela Lignelli","orcid":"https://orcid.org/0000-0003-2908-9179"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"A. Lignelli","raw_affiliation_strings":["Department of Radiology, Columbia University Medical Center - NYPH, New York, NY, 10032, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Columbia University Medical Center - NYPH, New York, NY, 10032, USA","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074886468","display_name":"Gul Moonis","orcid":"https://orcid.org/0000-0003-1688-2450"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"G. Moonis","raw_affiliation_strings":["Department of Radiology, Columbia University Medical Center - NYPH, New York, NY, 10032, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Columbia University Medical Center - NYPH, New York, NY, 10032, USA","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009622902","display_name":"Lawrence H. Schwartz","orcid":"https://orcid.org/0000-0002-3923-1477"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"L. H. Schwartz","raw_affiliation_strings":["Department of Radiology, Columbia University Medical Center - NYPH, New York, NY, 10032, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Columbia University Medical Center - NYPH, New York, NY, 10032, USA","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012995283","display_name":"Sachin Jambawalikar","orcid":"https://orcid.org/0000-0003-1839-6798"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"S. Jambawalikar","raw_affiliation_strings":["Department of Radiology, Columbia University Medical Center - NYPH, New York, NY, 10032, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Columbia University Medical Center - NYPH, New York, NY, 10032, USA","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030188696","display_name":"Ula\u015f Ba\u011fc\u0131","orcid":"https://orcid.org/0000-0001-7379-6829"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"U. Bagci","raw_affiliation_strings":["Center for Research in Computer Vision, University of Central Florida, 4328 Scorpius St. HEC 221, Orlando, FL, 32816, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Research in Computer Vision, University of Central Florida, 4328 Scorpius St. HEC 221, Orlando, FL, 32816, USA","institution_ids":["https://openalex.org/I106165777"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5087061886"],"corresponding_institution_ids":["https://openalex.org/I2799503643"],"apc_list":{"value":3190,"currency":"EUR","value_usd":4190},"apc_paid":{"value":3190,"currency":"EUR","value_usd":4190},"fwci":3.7569,"has_fulltext":true,"cited_by_count":73,"citation_normalized_percentile":{"value":0.9463061,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"32","issue":"4","first_page":"597","last_page":"604"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9973999857902527,"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/T11894","display_name":"Radiology practices and education","score":0.9972000122070312,"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.8001258373260498},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7792210578918457},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7586660385131836},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6711066961288452},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6649328470230103},{"id":"https://openalex.org/keywords/s\u00f8rensen\u2013dice-coefficient","display_name":"S\u00f8rensen\u2013Dice coefficient","score":0.5538628101348877},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5002100467681885},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.4668232798576355},{"id":"https://openalex.org/keywords/test-set","display_name":"Test set","score":0.44507914781570435},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4388880729675293},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.4143674075603485},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.33643174171447754},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.2982032895088196}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.8001258373260498},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7792210578918457},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7586660385131836},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6711066961288452},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6649328470230103},{"id":"https://openalex.org/C163892561","wikidata":"https://www.wikidata.org/wiki/Q2613728","display_name":"S\u00f8rensen\u2013Dice coefficient","level":4,"score":0.5538628101348877},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5002100467681885},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.4668232798576355},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.44507914781570435},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4388880729675293},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.4143674075603485},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.33643174171447754},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2982032895088196}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005133","descriptor_name":"Eye Movements","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D005133","descriptor_name":"Eye Movements","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D005133","descriptor_name":"Eye Movements","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008577","descriptor_name":"Meningeal Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D008577","descriptor_name":"Meningeal Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D008577","descriptor_name":"Meningeal Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D008578","descriptor_name":"Meninges","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D008578","descriptor_name":"Meninges","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D008578","descriptor_name":"Meninges","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D008579","descriptor_name":"Meningioma","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D008579","descriptor_name":"Meningioma","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D008579","descriptor_name":"Meningioma","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1007/s10278-019-00220-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-019-00220-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10278-019-00220-4.pdf","source":{"id":"https://openalex.org/S62275304","display_name":"Journal of Digital Imaging","issn_l":"0897-1889","issn":["0897-1889","1618-727X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Journal of Digital Imaging","raw_type":"journal-article"},{"id":"pmid:31044392","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31044392","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of digital imaging","raw_type":null},{"id":"pmh:ark:/13030/qt4vk4k39c","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},{"id":"pmh:oai:escholarship.org:ark:/13030/qt4vk4k39c","is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/4vk4k39c","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"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":"Journal of Imaging Informatics in Medicine, vol 32, iss 4","raw_type":"article"},{"id":"pmh:oai:europepmc.org:5641036","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6646645","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":"Text"}],"best_oa_location":{"id":"doi:10.1007/s10278-019-00220-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-019-00220-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10278-019-00220-4.pdf","source":{"id":"https://openalex.org/S62275304","display_name":"Journal of Digital Imaging","issn_l":"0897-1889","issn":["0897-1889","1618-727X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Journal of Digital Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2943412658.pdf","grobid_xml":"https://content.openalex.org/works/W2943412658.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1990418160","https://openalex.org/W1998613859","https://openalex.org/W2019997477","https://openalex.org/W2020388915","https://openalex.org/W2025033911","https://openalex.org/W2029440658","https://openalex.org/W2037698344","https://openalex.org/W2069855563","https://openalex.org/W2131378922","https://openalex.org/W2150671093","https://openalex.org/W2418802570","https://openalex.org/W2513717809","https://openalex.org/W2519898457","https://openalex.org/W2560280736","https://openalex.org/W2561022822","https://openalex.org/W2592929672","https://openalex.org/W2610765860","https://openalex.org/W2616065668","https://openalex.org/W2725984455","https://openalex.org/W2729876886","https://openalex.org/W2731899572","https://openalex.org/W2784963350","https://openalex.org/W2789992731","https://openalex.org/W2790011672","https://openalex.org/W2790984391","https://openalex.org/W2792185347","https://openalex.org/W2804063501","https://openalex.org/W2886717759","https://openalex.org/W2898197178","https://openalex.org/W2903291548","https://openalex.org/W2951821408","https://openalex.org/W2952232639","https://openalex.org/W2962884052","https://openalex.org/W2963980515","https://openalex.org/W4320801073"],"related_works":["https://openalex.org/W2375480909","https://openalex.org/W4221077608","https://openalex.org/W2353314428","https://openalex.org/W2012019886","https://openalex.org/W2166090428","https://openalex.org/W2381021552","https://openalex.org/W2354749003","https://openalex.org/W2377121353","https://openalex.org/W2350529538","https://openalex.org/W4283772513"],"abstract_inverted_index":{"Deep":[0],"learning":[1,333],"with":[2,60,76,192,315],"convolutional":[3],"neural":[4],"networks":[5],"(CNNs)":[6],"has":[7,16],"experienced":[8],"tremendous":[9],"growth":[10],"in":[11,23,37,344],"multiple":[12],"healthcare":[13],"applications":[14],"and":[15,30,46,142,164,209,232,284,299,307],"been":[17],"shown":[18],"to":[19,53,87,98,110,188,256,292,311,341],"have":[20,322],"high":[21],"accuracy":[22],"semantic":[24,334],"segmentation":[25,73,328],"of":[26,41,57,67,79,127,133,148,180,223,239,262,274,281,297,319],"medical":[27],"(e.g.,":[28],"radiology":[29,355],"pathology)":[31],"images.":[32,264],"However,":[33],"a":[34,65,101,160,190,316,345],"key":[35],"barrier":[36],"the":[38,55,77,116,119,202,213,250,259,271,277,293],"required":[39],"training":[40,246],"CNNs":[42],"is":[43],"obtaining":[44],"large-scale":[45],"precisely":[47],"annotated":[48,58],"imaging":[49],"data.":[50],"We":[51,321],"sought":[52],"address":[54],"lack":[56],"data":[59],"eye":[61,80],"tracking":[62,81],"technology.":[63],"As":[64],"proof":[66],"principle,":[68],"our":[69,95],"hypothesis":[70],"was":[71,97],"that":[72,100,324,350],"masks":[74,106,144,166,211,234,329,343],"generated":[75,152],"help":[78],"(ET)":[82],"would":[83,107],"be":[84,108,312],"very":[85],"similar":[86,161],"those":[88],"rendered":[89],"by":[90],"hand":[91],"annotation":[92],"(HA).":[93],"Additionally,":[94],"goal":[96],"show":[99],"CNN":[102,191],"trained":[103,112],"on":[104,113,258],"ET":[105,141,163,208,231,251,283,306,325,340],"equivalent":[109,314],"one":[111],"HA":[114,143,165,210,233,257,285,295,308],"masks,":[115],"latter":[117,278],"being":[118],"current":[120],"standard":[121],"approach.":[122],"Step":[123,157,206,228],"1:":[124,207],"Screen":[125],"captures":[126],"19":[128],"publicly":[129,169],"available":[130,170],"radiologic":[131],"images":[132,174,198,215],"assorted":[134],"structures":[135],"within":[136],"various":[137],"modalities":[138],"were":[139,151,175,186,199,309],"analyzed.":[140],"for":[145,167,212,331],"all":[146],"regions":[147],"interest":[149],"(ROIs)":[150],"from":[153,353],"these":[154,181],"image":[155,182],"datasets.":[156],"2:":[158,229],"Utilizing":[159],"approach,":[162],"356":[168],"T1-weighted":[171],"postcontrast":[172],"meningioma":[173],"generated.":[176],"Three":[177],"hundred":[178],"six":[179],"+":[183],"mask":[184],"pairs":[185],"used":[187,200],"train":[189],"U-net-based":[193],"architecture.":[194],"The":[195,265],"remaining":[196],"50":[197,263],"as":[201],"independent":[203],"test":[204,260],"set.":[205],"nonneurological":[214],"had":[216,235,267,279,287],"an":[217,236,268],"average":[218,237],"Dice":[219],"similarity":[220],"coefficient":[221],"(DSC)":[222],"0.86":[224],"between":[225,241,305],"each":[226,242],"other.":[227,243],"Meningioma":[230],"DSC":[238],"0.85":[240],"After":[244],"separate":[245],"using":[247],"both":[248],"approaches,":[249],"approach":[252],"performed":[253],"virtually":[254],"identically":[255],"set":[261],"former":[266],"area":[269],"under":[270],"curve":[272],"(AUC)":[273],"0.88,":[275],"while":[276],"AUC":[280],"0.87.":[282],"predictions":[286],"trimmed":[288,303],"mean":[289],"DSCs":[290,304],"compared":[291],"original":[294],"maps":[296],"0.73":[298],"0.74,":[300],"respectively.":[301],"These":[302],"found":[310],"statistically":[313],"p":[317],"value":[318],"0.015.":[320],"demonstrated":[323],"can":[326],"create":[327],"suitable":[330],"deep":[332],"segmentation.":[335],"Future":[336],"work":[337],"will":[338],"integrate":[339],"produce":[342],"faster,":[346],"more":[347],"natural":[348],"manner":[349],"distracts":[351],"less":[352],"typical":[354],"clinical":[356],"workflow.":[357]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":22},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":3}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}
