{"id":"https://openalex.org/W2957298900","doi":"https://doi.org/10.1049/iet-ipr.2019.0130","title":"Lung segmentation based on random forest and multi\u2010scale edge detection","display_name":"Lung segmentation based on random forest and multi\u2010scale edge detection","publication_year":2019,"publication_date":"2019-06-05","ids":{"openalex":"https://openalex.org/W2957298900","doi":"https://doi.org/10.1049/iet-ipr.2019.0130","mag":"2957298900"},"language":"en","primary_location":{"id":"doi:10.1049/iet-ipr.2019.0130","is_oa":false,"landing_page_url":"https://doi.org/10.1049/iet-ipr.2019.0130","pdf_url":null,"source":{"id":"https://openalex.org/S83215360","display_name":"IET Image Processing","issn_l":"1751-9659","issn":["1751-9659","1751-9667"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311714","host_organization_name":"Institution of Engineering and Technology","host_organization_lineage":["https://openalex.org/P4310311714"],"host_organization_lineage_names":["Institution of Engineering and Technology"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IET Image Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"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/A5013311005","display_name":"Caixia Liu","orcid":"https://orcid.org/0000-0003-1941-0248"},"institutions":[{"id":"https://openalex.org/I152031979","display_name":"Nanjing Normal University","ror":"https://ror.org/036trcv74","country_code":"CN","type":"education","lineage":["https://openalex.org/I152031979"]},{"id":"https://openalex.org/I4210159676","display_name":"Zaozhuang University","ror":"https://ror.org/05x21tp94","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210159676"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Caixia Liu","raw_affiliation_strings":["Department of Information Science and Engineering Zaozhuang University Zaozhuang People's Republic of China","Institute of EduInfo Science &amp; Engineering, Nanjing Normal University Nanjing People's Republic of China","Department of Information Science and Engineering, Zaozhuang University, Zaozhuang, People's Republic of China"],"raw_orcid":"https://orcid.org/0000-0003-1941-0248","affiliations":[{"raw_affiliation_string":"Department of Information Science and Engineering Zaozhuang University Zaozhuang People's Republic of China","institution_ids":["https://openalex.org/I4210159676"]},{"raw_affiliation_string":"Institute of EduInfo Science &amp; Engineering, Nanjing Normal University Nanjing People's Republic of China","institution_ids":["https://openalex.org/I152031979"]},{"raw_affiliation_string":"Department of Information Science and Engineering, Zaozhuang University, Zaozhuang, People's Republic of China","institution_ids":["https://openalex.org/I4210159676"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100626031","display_name":"Ruibin Zhao","orcid":"https://orcid.org/0000-0002-2153-9617"},"institutions":[{"id":"https://openalex.org/I152031979","display_name":"Nanjing Normal University","ror":"https://ror.org/036trcv74","country_code":"CN","type":"education","lineage":["https://openalex.org/I152031979"]},{"id":"https://openalex.org/I4210115456","display_name":"Chuzhou University","ror":"https://ror.org/037663q52","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210115456"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruibin Zhao","raw_affiliation_strings":["Institute of EduInfo Science &amp; Engineering, Nanjing Normal University Nanjing People's Republic of China","School of Computer Science and Information Engineering, Chuzhou University Chuzhoun Anhui People's Republic of China","School of Computer Science and Information Engineering, Chuzhou University, Chuzhoun, Anhui, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of EduInfo Science &amp; Engineering, Nanjing Normal University Nanjing People's Republic of China","institution_ids":["https://openalex.org/I152031979"]},{"raw_affiliation_string":"School of Computer Science and Information Engineering, Chuzhou University Chuzhoun Anhui People's Republic of China","institution_ids":["https://openalex.org/I4210115456"]},{"raw_affiliation_string":"School of Computer Science and Information Engineering, Chuzhou University, Chuzhoun, Anhui, People's Republic of China","institution_ids":["https://openalex.org/I4210115456"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067241273","display_name":"Mingyong Pang","orcid":"https://orcid.org/0000-0003-3245-9513"},"institutions":[{"id":"https://openalex.org/I152031979","display_name":"Nanjing Normal University","ror":"https://ror.org/036trcv74","country_code":"CN","type":"education","lineage":["https://openalex.org/I152031979"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Mingyong Pang","raw_affiliation_strings":["Institute of EduInfo Science &amp; Engineering, Nanjing Normal University Nanjing People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of EduInfo Science &amp; Engineering, Nanjing Normal University Nanjing People's Republic of China","institution_ids":["https://openalex.org/I152031979"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5067241273"],"corresponding_institution_ids":["https://openalex.org/I152031979"],"apc_list":{"value":2530,"currency":"USD","value_usd":2530},"apc_paid":null,"fwci":1.7054,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.85345382,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"13","issue":"10","first_page":"1745","last_page":"1754"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9782000184059143,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9782000184059143,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9769999980926514,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9743000268936157,"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/random-forest","display_name":"Random forest","score":0.6904115080833435},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6656771898269653},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5962166786193848},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5792402625083923},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.573614239692688},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.540437638759613},{"id":"https://openalex.org/keywords/edge-detection","display_name":"Edge detection","score":0.49427199363708496},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.47613170742988586},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.45926275849342346},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3366600275039673},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.13347432017326355},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.10786518454551697},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.09621995687484741},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.07051053643226624}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6904115080833435},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6656771898269653},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5962166786193848},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5792402625083923},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.573614239692688},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.540437638759613},{"id":"https://openalex.org/C193536780","wikidata":"https://www.wikidata.org/wiki/Q1513153","display_name":"Edge detection","level":4,"score":0.49427199363708496},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.47613170742988586},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.45926275849342346},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3366600275039673},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.13347432017326355},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.10786518454551697},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.09621995687484741},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.07051053643226624}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1049/iet-ipr.2019.0130","is_oa":false,"landing_page_url":"https://doi.org/10.1049/iet-ipr.2019.0130","pdf_url":null,"source":{"id":"https://openalex.org/S83215360","display_name":"IET Image Processing","issn_l":"1751-9659","issn":["1751-9659","1751-9667"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311714","host_organization_name":"Institution of Engineering and Technology","host_organization_lineage":["https://openalex.org/P4310311714"],"host_organization_lineage_names":["Institution of Engineering and Technology"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IET Image Processing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life in Land","score":0.6600000262260437,"id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W1505129329","https://openalex.org/W1513879401","https://openalex.org/W1630436329","https://openalex.org/W1804959266","https://openalex.org/W1985289613","https://openalex.org/W1987805244","https://openalex.org/W1992147426","https://openalex.org/W1997709301","https://openalex.org/W2017261342","https://openalex.org/W2023649045","https://openalex.org/W2028962062","https://openalex.org/W2045809381","https://openalex.org/W2085652537","https://openalex.org/W2099707769","https://openalex.org/W2108859253","https://openalex.org/W2110158442","https://openalex.org/W2118246710","https://openalex.org/W2122692815","https://openalex.org/W2128553277","https://openalex.org/W2147918621","https://openalex.org/W2148141447","https://openalex.org/W2152697758","https://openalex.org/W2165012164","https://openalex.org/W2188199167","https://openalex.org/W2411662729","https://openalex.org/W2424373391","https://openalex.org/W2469075329","https://openalex.org/W2490901342","https://openalex.org/W2508007471","https://openalex.org/W2586480914","https://openalex.org/W2736851603","https://openalex.org/W2749034876","https://openalex.org/W2757248724","https://openalex.org/W2761550237","https://openalex.org/W2774743626","https://openalex.org/W2793164428","https://openalex.org/W2794249786","https://openalex.org/W2899979836","https://openalex.org/W2911964244","https://openalex.org/W2933170392","https://openalex.org/W2945840966","https://openalex.org/W3101244436","https://openalex.org/W3201825422"],"related_works":["https://openalex.org/W2315652488","https://openalex.org/W2028037572","https://openalex.org/W1522196789","https://openalex.org/W2039365229","https://openalex.org/W65623452","https://openalex.org/W2145843506","https://openalex.org/W4293054829","https://openalex.org/W2056407677","https://openalex.org/W2128085731","https://openalex.org/W2551441443"],"abstract_inverted_index":{"To":[0],"achieve":[1],"an":[2],"automatic":[3,177],"and":[4,9,30,46,94,130],"accurate":[5],"segmentation":[6,22,68,108],"of":[7,14,42,50,135,144],"lungs":[8],"improve":[10],"the":[11,17,26,58,78,86,91,95,107,136,149,156,163,171],"clinical":[12],"efficiency":[13],"computer\u2010aided":[15],"diagnosis,":[16],"authors":[18],"present":[19],"a":[20,31,39,47,101,114,142,167,175],"lung":[21,43,51,70,79,96],"algorithm":[23,37],"based":[24],"on":[25,69,90,141],"random":[27,87],"forest":[28,88],"method":[29,62,122,165],"multi\u2010scale":[32,115],"edge":[33,116],"detection":[34,117],"technique.":[35,105],"The":[36,133],"carries":[38],"first":[40],"step":[41,49],"region":[44,80],"extraction":[45],"second":[48],"nodule":[52],"segmentation.":[53],"By":[54],"combining":[55],"texture":[56],"information,":[57],"improved":[59],"superpixel":[60,92],"generation":[61],"can":[63],"better":[64],"deal":[65],"with":[66,74,100,127,148],"initial":[67],"computed":[71],"tomography":[72],"images":[73],"inhomogeneous":[75],"intensity.":[76],"Then,":[77],"is":[81,109,139],"further":[82,110],"extracted":[83],"by":[84,112,146],"using":[85],"classifier":[89],"features,":[93],"contours":[97],"are":[98],"corrected":[99],"proposed":[102,137,164],"circle":[103],"tracing":[104],"Finally,":[106],"refined":[111],"employing":[113],"technique,":[118],"which":[119],"enables":[120],"their":[121],"to":[123],"detect":[124],"suspicious":[125],"nodules":[126],"various":[128],"intensities":[129],"sizes":[131],"adaptively.":[132],"effectiveness":[134],"approach":[138],"demonstrated":[140],"group":[143],"datasets":[145],"comparing":[147],"corresponding":[150],"ground":[151],"truths":[152],"as":[153,155],"well":[154],"classical":[157],"algorithms.":[158],"Experimental":[159],"results":[160],"show":[161],"that":[162],"has":[166],"higher":[168],"precision":[169],"than":[170],"compared":[172],"algorithms":[173],"in":[174],"fully":[176],"fashion.":[178]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
