{"id":"https://openalex.org/W4292183809","doi":"https://doi.org/10.3390/rs14163970","title":"A Novel Ground-Based Cloud Image Segmentation Method Based on a Multibranch Asymmetric Convolution Module and Attention Mechanism","display_name":"A Novel Ground-Based Cloud Image Segmentation Method Based on a Multibranch Asymmetric Convolution Module and Attention Mechanism","publication_year":2022,"publication_date":"2022-08-16","ids":{"openalex":"https://openalex.org/W4292183809","doi":"https://doi.org/10.3390/rs14163970"},"language":"en","primary_location":{"id":"doi:10.3390/rs14163970","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14163970","pdf_url":"https://www.mdpi.com/2072-4292/14/16/3970/pdf?version=1660633340","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/14/16/3970/pdf?version=1660633340","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100459588","display_name":"Liwen Zhang","orcid":"https://orcid.org/0000-0002-5620-1405"},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liwen Zhang","raw_affiliation_strings":["School of Electronic Information Engineering, Hebei University of Technology, Tianjin 300401, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Information Engineering, Hebei University of Technology, Tianjin 300401, China","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102605138","display_name":"Wenhao Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenhao Wei","raw_affiliation_strings":["School of Electronic Information Engineering, Hebei University of Technology, Tianjin 300401, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Information Engineering, Hebei University of Technology, Tianjin 300401, China","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101773573","display_name":"Bo Qiu","orcid":"https://orcid.org/0000-0002-2213-4400"},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bo Qiu","raw_affiliation_strings":["School of Electronic Information Engineering, Hebei University of Technology, Tianjin 300401, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Information Engineering, Hebei University of Technology, Tianjin 300401, China","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006467926","display_name":"A-Li Luo","orcid":"https://orcid.org/0000-0001-7865-2648"},"institutions":[{"id":"https://openalex.org/I4210164580","display_name":"National Astronomical Observatories","ror":"https://ror.org/058pyyv44","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210164580"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ali Luo","raw_affiliation_strings":["CAS Key Laboratory of Optical Astronomy, National Astronomical Observatories, Beijing 100101, China"],"affiliations":[{"raw_affiliation_string":"CAS Key Laboratory of Optical Astronomy, National Astronomical Observatories, Beijing 100101, China","institution_ids":["https://openalex.org/I4210164580"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004896348","display_name":"Mingru Zhang","orcid":"https://orcid.org/0000-0002-4514-9824"},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingru Zhang","raw_affiliation_strings":["School of Electronic Information Engineering, Hebei University of Technology, Tianjin 300401, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Information Engineering, Hebei University of Technology, Tianjin 300401, China","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100371878","display_name":"Xiaotong Li","orcid":"https://orcid.org/0000-0002-7942-5743"},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaotong Li","raw_affiliation_strings":["School of Electronic Information Engineering, Hebei University of Technology, Tianjin 300401, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Information Engineering, Hebei University of Technology, Tianjin 300401, China","institution_ids":["https://openalex.org/I184843921"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101773573"],"corresponding_institution_ids":["https://openalex.org/I184843921"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":1.6552,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.86318066,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"14","issue":"16","first_page":"3970","last_page":"3970"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9962000250816345,"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":0.9962000250816345,"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/T10347","display_name":"Atmospheric aerosols and clouds","score":0.9908000230789185,"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9890000224113464,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"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/computer-science","display_name":"Computer science","score":0.7894059419631958},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.72599858045578},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6918919086456299},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5933154225349426},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5928818583488464},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5333405137062073},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5311212539672852},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.489391028881073},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4857836067676544},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.45914292335510254},{"id":"https://openalex.org/keywords/intersection","display_name":"Intersection (aeronautics)","score":0.4292536675930023},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4125363826751709},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.21383920311927795}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7894059419631958},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.72599858045578},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6918919086456299},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5933154225349426},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5928818583488464},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5333405137062073},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5311212539672852},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.489391028881073},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4857836067676544},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.45914292335510254},{"id":"https://openalex.org/C64543145","wikidata":"https://www.wikidata.org/wiki/Q162942","display_name":"Intersection (aeronautics)","level":2,"score":0.4292536675930023},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4125363826751709},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.21383920311927795},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","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":3,"locations":[{"id":"doi:10.3390/rs14163970","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14163970","pdf_url":"https://www.mdpi.com/2072-4292/14/16/3970/pdf?version=1660633340","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:7dcb27bc03b943d18746572a0659c568","is_oa":true,"landing_page_url":"https://doaj.org/article/7dcb27bc03b943d18746572a0659c568","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 14, Iss 16, p 3970 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/16/3970/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14163970","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Remote Sensing; Volume 14; Issue 16; Pages: 3970","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs14163970","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14163970","pdf_url":"https://www.mdpi.com/2072-4292/14/16/3970/pdf?version=1660633340","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4537076795","display_name":null,"funder_award_id":"U1931134","funder_id":"https://openalex.org/F4320321133","funder_display_name":"Chinese Academy of Sciences"}],"funders":[{"id":"https://openalex.org/F4320321133","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4292183809.pdf","grobid_xml":"https://content.openalex.org/works/W4292183809.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1564067984","https://openalex.org/W1901129140","https://openalex.org/W2062583931","https://openalex.org/W2070106461","https://openalex.org/W2077095720","https://openalex.org/W2119531715","https://openalex.org/W2147275317","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2296699937","https://openalex.org/W2560023338","https://openalex.org/W2623718915","https://openalex.org/W2752782242","https://openalex.org/W2787321701","https://openalex.org/W2791353882","https://openalex.org/W2884585870","https://openalex.org/W2900733456","https://openalex.org/W2938450871","https://openalex.org/W2962850830","https://openalex.org/W2963163009","https://openalex.org/W2963550242","https://openalex.org/W2964309882","https://openalex.org/W2971769042","https://openalex.org/W2990032788","https://openalex.org/W3035549210","https://openalex.org/W3044178454","https://openalex.org/W3157919678","https://openalex.org/W6762585180"],"related_works":["https://openalex.org/W2348909947","https://openalex.org/W4292672442","https://openalex.org/W4391621807","https://openalex.org/W2362101859","https://openalex.org/W2791431590","https://openalex.org/W2941610985","https://openalex.org/W4235810826","https://openalex.org/W2964954556","https://openalex.org/W2890372105","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Cloud":[0],"segmentation":[1,21,159],"is":[2,39,59],"a":[3,30,47,67,84,118,122],"fundamental":[4],"step":[5],"in":[6,83,106],"accurately":[7],"acquiring":[8],"cloud":[9,20,43,114,157],"cover.":[10],"However,":[11],"due":[12],"to":[13,78],"the":[14,76,92,107,140],"nonrigid":[15],"structures":[16],"of":[17,61],"clouds,":[18],"traditional":[19],"methods":[22],"perform":[23],"worse":[24],"than":[25],"expected.":[26],"In":[27],"this":[28],"paper,":[29],"novel":[31],"deep":[32],"convolutional":[33,101],"neural":[34],"network":[35,77,108],"(CNN)":[36],"named":[37],"MA-SegCloud":[38,120,152],"proposed":[40],"for":[41,113],"segmenting":[42],"images":[44],"based":[45],"on":[46,139],"multibranch":[48],"asymmetric":[49,62],"convolution":[50],"module":[51,69,104],"(MACM)":[52],"and":[53,66,100,134],"an":[54],"attention":[55,97,103],"mechanism.":[56],"The":[57,71,96],"MACM":[58,72],"composed":[60],"convolution,":[63,65],"depth-separable":[64],"squeeze-and-excitation":[68],"(SEM).":[70],"not":[73],"only":[74],"enables":[75],"capture":[79],"more":[80],"contextual":[81],"information":[82],"larger":[85],"area":[86],"but":[87],"can":[88,109],"also":[89],"adaptively":[90],"adjust":[91],"feature":[93],"channel":[94],"weights.":[95],"mechanisms":[98],"SEM":[99],"block":[102],"(CBAM)":[105],"strengthen":[110],"useful":[111],"features":[112],"image":[115,158],"segmentation.":[116],"As":[117],"result,":[119],"achieves":[121],"96.9%":[123],"accuracy,":[124],"97.0%":[125,127,129],"precision,":[126],"recall,":[128],"F-score,":[130],"3.1%":[131],"error":[132],"rate,":[133],"94.0%":[135],"mean":[136],"intersection-over-union":[137],"(MIoU)":[138],"Singapore":[141],"Whole-sky":[142],"Nychthemeron":[143],"Image":[144],"Segmentation":[145],"(SWINySEG)":[146],"dataset.":[147],"Extensive":[148],"evaluations":[149],"demonstrate":[150],"that":[151],"performs":[153],"favorably":[154],"against":[155],"state-of-the-art":[156],"methods.":[160]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
