{"id":"https://openalex.org/W3158742449","doi":"https://doi.org/10.1109/lgrs.2021.3072618","title":"A Novel Ground-Based Cloud Image Segmentation Method by Using Deep Transfer Learning","display_name":"A Novel Ground-Based Cloud Image Segmentation Method by Using Deep Transfer Learning","publication_year":2021,"publication_date":"2021-04-28","ids":{"openalex":"https://openalex.org/W3158742449","doi":"https://doi.org/10.1109/lgrs.2021.3072618","mag":"3158742449"},"language":"en","primary_location":{"id":"doi:10.1109/lgrs.2021.3072618","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2021.3072618","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Geoscience and Remote Sensing Letters","raw_type":"journal-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/A5054481628","display_name":"Zecheng Zhou","orcid":"https://orcid.org/0000-0002-1955-4738"},"institutions":[{"id":"https://openalex.org/I4210122302","display_name":"ShangHai JiAi Genetics & IVF Institute","ror":"https://ror.org/02rgbry52","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210122302"]},{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zecheng Zhou","raw_affiliation_strings":["Key Laboratory of Meteorological Disaster, Ministry of Education (KLME)/Collaborative Innovation Center on Forecast & Evaluation of Meteorological Disaster (CIC-FEMD), Nanjing University of Information Science and Technology, Nanjing, China","Shanghai Qi Zhi Institute, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Meteorological Disaster, Ministry of Education (KLME)/Collaborative Innovation Center on Forecast & Evaluation of Meteorological Disaster (CIC-FEMD), Nanjing University of Information Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]},{"raw_affiliation_string":"Shanghai Qi Zhi Institute, Shanghai, China","institution_ids":["https://openalex.org/I4210122302"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061762809","display_name":"Feng Zhang","orcid":"https://orcid.org/0000-0003-4373-4058"},"institutions":[{"id":"https://openalex.org/I4210122302","display_name":"ShangHai JiAi Genetics & IVF Institute","ror":"https://ror.org/02rgbry52","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210122302"]},{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Zhang","raw_affiliation_strings":["Shanghai Qi Zhi Institute, Shanghai, China","Department of Atmospheric & Oceanic Sciences, Institute of Atmospheric Sciences, Fudan University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Qi Zhi Institute, Shanghai, China","institution_ids":["https://openalex.org/I4210122302"]},{"raw_affiliation_string":"Department of Atmospheric & Oceanic Sciences, Institute of Atmospheric Sciences, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057709854","display_name":"Haixia Xiao","orcid":"https://orcid.org/0000-0001-8680-9086"},"institutions":[{"id":"https://openalex.org/I141301092","display_name":"China Meteorological Administration","ror":"https://ror.org/00bx3rb98","country_code":"CN","type":"government","lineage":["https://openalex.org/I141301092"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haixia Xiao","raw_affiliation_strings":["Key Laboratory of Transportation Meteorology, China Meteorological Administration (CMA), Nanjing, China","Nanjing Joint Institute for Atmospheric Sciences, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Transportation Meteorology, China Meteorological Administration (CMA), Nanjing, China","institution_ids":["https://openalex.org/I141301092"]},{"raw_affiliation_string":"Nanjing Joint Institute for Atmospheric Sciences, Nanjing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014900385","display_name":"Fuchang Wang","orcid":"https://orcid.org/0000-0001-5820-1516"},"institutions":[{"id":"https://openalex.org/I141301092","display_name":"China Meteorological Administration","ror":"https://ror.org/00bx3rb98","country_code":"CN","type":"government","lineage":["https://openalex.org/I141301092"]},{"id":"https://openalex.org/I2802992173","display_name":"NOAA Oceanic and Atmospheric Research","ror":"https://ror.org/02kgve346","country_code":"US","type":"government","lineage":["https://openalex.org/I1308126019","https://openalex.org/I1343035065","https://openalex.org/I2802992173"]},{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Fuchang Wang","raw_affiliation_strings":["Department of Atmospheric &#x0026; Oceanic Sciences, Institute of Atmospheric Sciences, Fudan University, Shanghai, China","Department of Atmospheric & Oceanic Sciences, Institute of Atmospheric Sciences, Fudan University, Shanghai, China","China Meteorological Administration (CMA), Shanghai Typhoon Institute (STI), Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Department of Atmospheric &#x0026; Oceanic Sciences, Institute of Atmospheric Sciences, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067","https://openalex.org/I2802992173"]},{"raw_affiliation_string":"Department of Atmospheric & Oceanic Sciences, Institute of Atmospheric Sciences, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]},{"raw_affiliation_string":"China Meteorological Administration (CMA), Shanghai Typhoon Institute (STI), Shanghai, China","institution_ids":["https://openalex.org/I141301092"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100714795","display_name":"Xin Hong","orcid":"https://orcid.org/0000-0003-1524-9362"},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Hong","raw_affiliation_strings":["Key Laboratory of Big Data Science on Knowledge Graph, Yunnan University of Software Institute, Kunming, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Big Data Science on Knowledge Graph, Yunnan University of Software Institute, Kunming, China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101697228","display_name":"Kun Wu","orcid":"https://orcid.org/0000-0002-7630-3038"},"institutions":[{"id":"https://openalex.org/I4210122302","display_name":"ShangHai JiAi Genetics & IVF Institute","ror":"https://ror.org/02rgbry52","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210122302"]},{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Wu","raw_affiliation_strings":["Key Laboratory of Meteorological Disaster, Ministry of Education (KLME)/Collaborative Innovation Center on Forecast & Evaluation of Meteorological Disaster (CIC-FEMD), Nanjing University of Information Science and Technology, Nanjing, China","Shanghai Qi Zhi Institute, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Meteorological Disaster, Ministry of Education (KLME)/Collaborative Innovation Center on Forecast & Evaluation of Meteorological Disaster (CIC-FEMD), Nanjing University of Information Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]},{"raw_affiliation_string":"Shanghai Qi Zhi Institute, Shanghai, China","institution_ids":["https://openalex.org/I4210122302"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100687474","display_name":"Jinglin Zhang","orcid":"https://orcid.org/0000-0001-7499-1992"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinglin Zhang","raw_affiliation_strings":["College of Atmospheric Sciences, Nanjing University of Information Science and Technology, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Atmospheric Sciences, Nanjing University of Information Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5054481628"],"corresponding_institution_ids":["https://openalex.org/I200845125","https://openalex.org/I4210122302"],"apc_list":null,"apc_paid":null,"fwci":2.9914,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.9251448,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"19","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9872999787330627,"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/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9872999787330627,"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/T10930","display_name":"Flood Risk Assessment and Management","score":0.9865000247955322,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10347","display_name":"Atmospheric aerosols and clouds","score":0.9853000044822693,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6426219344139099},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6411443948745728},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6297719478607178},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.6291940212249756},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6287019848823547},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4611544609069824},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.43465086817741394},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3226071000099182}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6426219344139099},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6411443948745728},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6297719478607178},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.6291940212249756},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6287019848823547},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4611544609069824},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.43465086817741394},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3226071000099182},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lgrs.2021.3072618","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2021.3072618","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Geoscience and Remote Sensing Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2164425427","display_name":null,"funder_award_id":"2018YFC1507002","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7355761695","display_name":null,"funder_award_id":"41675003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W1927651452","https://openalex.org/W1981038976","https://openalex.org/W2025669240","https://openalex.org/W2031640526","https://openalex.org/W2037227137","https://openalex.org/W2062583931","https://openalex.org/W2077095720","https://openalex.org/W2158698691","https://openalex.org/W2165698076","https://openalex.org/W2166672562","https://openalex.org/W2271840356","https://openalex.org/W2560023338","https://openalex.org/W2563705555","https://openalex.org/W2609077090","https://openalex.org/W2630837129","https://openalex.org/W2799213142","https://openalex.org/W2886934227","https://openalex.org/W2900733456","https://openalex.org/W2938450871","https://openalex.org/W2954810592","https://openalex.org/W2962052690","https://openalex.org/W2962943321","https://openalex.org/W2963881378","https://openalex.org/W2964309882","https://openalex.org/W2990032788","https://openalex.org/W2995934920","https://openalex.org/W2997225633","https://openalex.org/W3014346225","https://openalex.org/W3041133507","https://openalex.org/W3080852396","https://openalex.org/W4253145541","https://openalex.org/W6631190155","https://openalex.org/W6694517276","https://openalex.org/W6739696289","https://openalex.org/W6751733626"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W3150465815","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W1997222214","https://openalex.org/W2560439919","https://openalex.org/W4389340727","https://openalex.org/W2802581102","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Cloud":[0,57],"segmentation":[1,13,82],"is":[2],"fundamental":[3],"in":[4,36,45,76,121,138,143],"obtaining":[5],"many":[6],"parameters":[7],"of":[8,26,128,136],"clouds.":[9,27],"However,":[10],"traditional":[11],"cloud":[12,37,47,77,129],"performs":[14],"far":[15],"from":[16],"satisfactory,":[17],"due":[18],"to":[19,68],"the":[20,113,132,144,149],"fuzzy":[21],"boundaries":[22],"and":[23,140,148],"complex":[24],"textures":[25],"Although":[28],"deep":[29,72],"learning":[30,73,101],"methods":[31],"have":[32],"shown":[33],"superior":[34],"performance":[35],"segmentation,":[38,78,130],"they":[39],"are":[40,84,95],"constrained":[41],"by":[42,106],"limited":[43],"labels":[44],"ground-based":[46],"image":[48],"data":[49,60,117,146,155],"sets.":[50],"This":[51],"letter":[52],"established":[53],"a":[54,98,125],"new":[55],"Ground-Based":[56],"Segmentation":[58],"(GBCS)":[59],"set":[61,147],"with":[62,112],"1742":[63,93],"accurately":[64],"labeled":[65],"images.":[66],"Then":[67],"evaluate":[69],"how":[70],"well":[71],"models":[74],"perform":[75],"12":[79],"state-of-the-art":[80],"semantic":[81],"networks":[83],"selected,":[85],"among":[86],"which":[87],"DeepLabV3+":[88,108],"outperformed":[89],"all":[90],"others.":[91],"Since":[92],"images":[94],"not":[96],"enormous,":[97],"novel":[99],"Transfer":[100],"(TL)-DeepLabV3+":[102],"model":[103],"was":[104,110],"developed":[105],"TL:":[107],"network":[109],"trained":[111],"PASCAL":[114],"VOC":[115],"2012":[116],"set,":[118],"then":[119],"retrained":[120],"GBCS.":[122],"TL-DeepLabV3+":[123],"showed":[124],"high":[126],"ability":[127],"scoring":[131],"Mean":[133],"Intersection-over-Union":[134],"(MIoU)":[135],"91.05%":[137],"GBCS":[139],"further":[141],"verified":[142],"UTILITY":[145],"Cirrus":[150],"Cumulus":[151],"Stratus":[152],"Nimbus":[153],"(CCSN)":[154],"set.":[156]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2}],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}
