{"id":"https://openalex.org/W2890127379","doi":"https://doi.org/10.2298/csis171210020q","title":"Convolutional neural networks and hash learning for feature extraction and of fast retrieval of pulmonary nodules","display_name":"Convolutional neural networks and hash learning for feature extraction and of fast retrieval of pulmonary nodules","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2890127379","doi":"https://doi.org/10.2298/csis171210020q","mag":"2890127379"},"language":"en","primary_location":{"id":"doi:10.2298/csis171210020q","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis171210020q","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02141800020Q","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02141800020Q","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101930774","display_name":"Pinle Qin","orcid":"https://orcid.org/0000-0002-1188-2673"},"institutions":[{"id":"https://openalex.org/I135714990","display_name":"North University of China","ror":"https://ror.org/047bp1713","country_code":"CN","type":"education","lineage":["https://openalex.org/I135714990"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Pinle Qin","raw_affiliation_strings":["School of Data Science and Technology, North University of China, Taiyuan, China","School of Data Science and Technology, North University of China, Taiyuan 030051, China"],"affiliations":[{"raw_affiliation_string":"School of Data Science and Technology, North University of China, Taiyuan, China","institution_ids":["https://openalex.org/I135714990"]},{"raw_affiliation_string":"School of Data Science and Technology, North University of China, Taiyuan 030051, China","institution_ids":["https://openalex.org/I135714990"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004753222","display_name":"Jun Chen","orcid":"https://orcid.org/0000-0001-9005-6849"},"institutions":[{"id":"https://openalex.org/I135714990","display_name":"North University of China","ror":"https://ror.org/047bp1713","country_code":"CN","type":"education","lineage":["https://openalex.org/I135714990"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Chen","raw_affiliation_strings":["School of Data Science and Technology, North University of China, Taiyuan, China","School of Data Science and Technology, North University of China, Taiyuan 030051, China"],"affiliations":[{"raw_affiliation_string":"School of Data Science and Technology, North University of China, Taiyuan, China","institution_ids":["https://openalex.org/I135714990"]},{"raw_affiliation_string":"School of Data Science and Technology, North University of China, Taiyuan 030051, China","institution_ids":["https://openalex.org/I135714990"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100323983","display_name":"Kai Zhang","orcid":"https://orcid.org/0000-0002-6319-3722"},"institutions":[{"id":"https://openalex.org/I135714990","display_name":"North University of China","ror":"https://ror.org/047bp1713","country_code":"CN","type":"education","lineage":["https://openalex.org/I135714990"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Zhang","raw_affiliation_strings":["School of Data Science and Technology, North University of China, Taiyuan, China","School of Data Science and Technology, North University of China, Taiyuan 030051, China"],"affiliations":[{"raw_affiliation_string":"School of Data Science and Technology, North University of China, Taiyuan, China","institution_ids":["https://openalex.org/I135714990"]},{"raw_affiliation_string":"School of Data Science and Technology, North University of China, Taiyuan 030051, China","institution_ids":["https://openalex.org/I135714990"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101634190","display_name":"Rui Chai","orcid":"https://orcid.org/0000-0002-4506-9963"},"institutions":[{"id":"https://openalex.org/I135714990","display_name":"North University of China","ror":"https://ror.org/047bp1713","country_code":"CN","type":"education","lineage":["https://openalex.org/I135714990"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Chai","raw_affiliation_strings":["School of Data Science and Technology, North University of China, Taiyuan, China","School of Data Science and Technology, North University of China, Taiyuan 030051, China"],"affiliations":[{"raw_affiliation_string":"School of Data Science and Technology, North University of China, Taiyuan, China","institution_ids":["https://openalex.org/I135714990"]},{"raw_affiliation_string":"School of Data Science and Technology, North University of China, Taiyuan 030051, China","institution_ids":["https://openalex.org/I135714990"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101930774"],"corresponding_institution_ids":["https://openalex.org/I135714990"],"apc_list":null,"apc_paid":null,"fwci":0.8357,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.78885561,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"15","issue":"3","first_page":"517","last_page":"531"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9706000089645386,"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"}},"topics":[{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9706000089645386,"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/T10862","display_name":"AI in cancer detection","score":0.9261999726295471,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9088000059127808,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.9002484083175659},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.747373104095459},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.634509265422821},{"id":"https://openalex.org/keywords/image-retrieval","display_name":"Image retrieval","score":0.6014955043792725},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5917133092880249},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5820103883743286},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5174375176429749},{"id":"https://openalex.org/keywords/hash-function","display_name":"Hash function","score":0.5154963135719299},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.5125060081481934},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5038253664970398},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43921995162963867},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4282488226890564},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.41167181730270386},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3781130313873291},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.34241026639938354}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9002484083175659},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.747373104095459},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.634509265422821},{"id":"https://openalex.org/C1667742","wikidata":"https://www.wikidata.org/wiki/Q10927554","display_name":"Image retrieval","level":3,"score":0.6014955043792725},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5917133092880249},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5820103883743286},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5174375176429749},{"id":"https://openalex.org/C99138194","wikidata":"https://www.wikidata.org/wiki/Q183427","display_name":"Hash function","level":2,"score":0.5154963135719299},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.5125060081481934},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5038253664970398},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43921995162963867},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4282488226890564},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.41167181730270386},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3781130313873291},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.34241026639938354},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2298/csis171210020q","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis171210020q","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02141800020Q","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.2298/csis171210020q","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis171210020q","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02141800020Q","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5299999713897705,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2890127379.pdf","grobid_xml":"https://content.openalex.org/works/W2890127379.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W60493759","https://openalex.org/W204268067","https://openalex.org/W1991084032","https://openalex.org/W2036718463","https://openalex.org/W2072372801","https://openalex.org/W2076154873","https://openalex.org/W2098371241","https://openalex.org/W2107925163","https://openalex.org/W2112796928","https://openalex.org/W2124386111","https://openalex.org/W2130660124","https://openalex.org/W2194775991","https://openalex.org/W2293824885","https://openalex.org/W2323929895","https://openalex.org/W2343973580","https://openalex.org/W2344858100","https://openalex.org/W2601707599","https://openalex.org/W2618530766","https://openalex.org/W2964350391","https://openalex.org/W6632699545"],"related_works":["https://openalex.org/W4321369474","https://openalex.org/W4312417841","https://openalex.org/W4299822940","https://openalex.org/W2279398222","https://openalex.org/W2391959412","https://openalex.org/W2126100045","https://openalex.org/W3156786002","https://openalex.org/W4366492315","https://openalex.org/W2295021132","https://openalex.org/W2546942002"],"abstract_inverted_index":{"With":[0],"a":[1,107,152],"widespread":[2],"use":[3],"of":[4,12,33,125,139,163],"digital":[5],"imaging":[6,61],"data":[7],"in":[8,22,44],"hospitals,":[9],"the":[10,31,48,54,70,80,86,102,123,140,148],"size":[11],"medical":[13,36,93,113,126],"image":[14,37,94],"repositories":[15],"is":[16,47,134],"increasing":[17],"rapidly.":[18],"This":[19,115],"causes":[20],"difficulty":[21],"managing":[23],"and":[24,63,150],"querying":[25],"these":[26],"large":[27],"databases":[28],"leading":[29],"to":[30,78,112,120,136,154],"need":[32],"content":[34],"based":[35],"retrieval":[38],"(CBMIR)":[39],"systems.":[40],"A":[41],"major":[42],"challenge":[43],"CBMIR":[45,81],"systems":[46],"?semantic":[49],"gap?":[50],"that":[51],"exists":[52],"between":[53],"low":[55],"level":[56,65,88],"visual":[57],"information":[58,67,91],"captured":[59],"by":[60,69],"devices":[62],"high":[64,87],"semantic":[66,89],"perceived":[68],"human.":[71],"Using":[72],"deep":[73],"convolution":[74,132],"neural":[75],"network":[76,98],"(CNN)":[77],"construct":[79],"system":[82],"can":[83],"fully":[84],"characterize":[85],"features":[90,138,149],"for":[92,101],"retrieval.":[95],"The":[96],"existing":[97],"mostly":[99],"used":[100,117,135,151],"natural":[103],"images":[104,142],"can?t":[105],"produce":[106],"good":[108],"result":[109],"directly":[110],"applied":[111],"image.":[114],"paper":[116],"UNet":[118],"method":[119],"preprocessing":[121],"under":[122],"guidance":[124],"knowledge.":[127],"Then,":[128],"multi-scale":[129],"receiving":[130],"field":[131],"module":[133],"extract":[137],"segmented":[141],"with":[143,158],"different":[144],"sizes.":[145],"Finally,":[146],"encoded":[147],"coarse":[153],"fine":[155],"search":[156,161],"strategy":[157],"an":[159],"average":[160],"accuracy":[162],"0.73.":[164]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}