{"id":"https://openalex.org/W3202923600","doi":"https://doi.org/10.1109/jstars.2021.3119654","title":"STransFuse: Fusing Swin Transformer and Convolutional Neural Network for Remote Sensing Image Semantic Segmentation","display_name":"STransFuse: Fusing Swin Transformer and Convolutional Neural Network for Remote Sensing Image Semantic Segmentation","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3202923600","doi":"https://doi.org/10.1109/jstars.2021.3119654","mag":"3202923600"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2021.3119654","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2021.3119654","pdf_url":"https://ieeexplore.ieee.org/ielx7/4609443/4609444/09573374.pdf","source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/4609443/4609444/09573374.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085081954","display_name":"Liang Gao","orcid":"https://orcid.org/0000-0003-3862-3070"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Liang Gao","raw_affiliation_strings":["College of Software, Xinjiang University, 47907 Urumqi, Xinjiang, China, 830091 (e-mail: gaoliang@stu.xju.edu.cn)","College of Software, Xinjiang University, \u00dcr\u00fcmqi, China"],"raw_orcid":"https://orcid.org/0000-0003-3862-3070","affiliations":[{"raw_affiliation_string":"College of Software, Xinjiang University, 47907 Urumqi, Xinjiang, China, 830091 (e-mail: gaoliang@stu.xju.edu.cn)","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"College of Software, Xinjiang University, \u00dcr\u00fcmqi, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036104459","display_name":"Hui Liu","orcid":"https://orcid.org/0000-0002-7868-8314"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Liu","raw_affiliation_strings":["computer science and technology, Xinjiang University, 47907 Urumqi, Xinjiang, China, (e-mail: 903123414@qq.com)","Coll. of Inf. Sci. & Eng., XinJiang Univ., Urumqi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"computer science and technology, Xinjiang University, 47907 Urumqi, Xinjiang, China, (e-mail: 903123414@qq.com)","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"Coll. of Inf. Sci. & Eng., XinJiang Univ., Urumqi, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090093438","display_name":"Minhang Yang","orcid":"https://orcid.org/0009-0005-7620-6747"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minhang Yang","raw_affiliation_strings":["College of Software, Xinjiang University, 47907 Wulumuqi, Xinjiang, China, (e-mail: yangminhang@stu.xju.edu.cn)","College of Software, Xinjiang University, \u00dcr\u00fcmqi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Software, Xinjiang University, 47907 Wulumuqi, Xinjiang, China, (e-mail: yangminhang@stu.xju.edu.cn)","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"College of Software, Xinjiang University, \u00dcr\u00fcmqi, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011892544","display_name":"Long Chen","orcid":"https://orcid.org/0000-0002-7586-0780"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Long Chen","raw_affiliation_strings":["College of Software, Xinjiang University, 47907 Wulumuqi, xinjiang, China, (e-mail: ry19chenlong@stu.xju.edu.cn)","College of Software, Xinjiang University, \u00dcr\u00fcmqi, China"],"raw_orcid":"https://orcid.org/0000-0002-7586-0780","affiliations":[{"raw_affiliation_string":"College of Software, Xinjiang University, 47907 Wulumuqi, xinjiang, China, (e-mail: ry19chenlong@stu.xju.edu.cn)","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"College of Software, Xinjiang University, \u00dcr\u00fcmqi, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010885982","display_name":"Yaling Wan","orcid":null},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaling Wan","raw_affiliation_strings":["College of Software, Xinjiang University, 47907 Wulumuqi, China, (e-mail: wyl@stu.xju.edu.cn)","College of Software, Xinjiang University, \u00dcr\u00fcmqi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Software, Xinjiang University, 47907 Wulumuqi, China, (e-mail: wyl@stu.xju.edu.cn)","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"College of Software, Xinjiang University, \u00dcr\u00fcmqi, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040464200","display_name":"Zhengqing Xiao","orcid":null},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengqing Xiao","raw_affiliation_strings":["College of Mathematics and System Sciences, Xinjiang University, 47907 Wulumuqi, Xinjiang, China, (e-mail: xiaozq@xju.edu.cn)","College of Mathematics and Systems Science Xinjiang University Urumqi China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mathematics and System Sciences, Xinjiang University, 47907 Wulumuqi, Xinjiang, China, (e-mail: xiaozq@xju.edu.cn)","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"College of Mathematics and Systems Science Xinjiang University Urumqi China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002981402","display_name":"Yurong Qian","orcid":"https://orcid.org/0000-0001-6564-4745"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yurong Qian","raw_affiliation_strings":["College of software, Xinjiang University, 47907 Urumqi, China, (e-mail: qyr@xju.edu.cn)","College of Software, Xinjiang University, \u00dcr\u00fcmqi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of software, Xinjiang University, 47907 Urumqi, China, (e-mail: qyr@xju.edu.cn)","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"College of Software, Xinjiang University, \u00dcr\u00fcmqi, China","institution_ids":["https://openalex.org/I96908189"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5085081954"],"corresponding_institution_ids":["https://openalex.org/I96908189"],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":{"value":1250,"currency":"USD","value_usd":1250},"fwci":15.1303,"has_fulltext":true,"cited_by_count":228,"citation_normalized_percentile":{"value":0.99381899,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"14","issue":null,"first_page":"10990","last_page":"11003"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9997000098228455,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9997000098228455,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9983000159263611,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8548267483711243},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7187198996543884},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6789373755455017},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.6356536746025085},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6174006462097168},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.45583462715148926},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.42889857292175293},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3640170693397522},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.07686993479728699}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8548267483711243},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7187198996543884},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6789373755455017},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.6356536746025085},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6174006462097168},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.45583462715148926},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.42889857292175293},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3640170693397522},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.07686993479728699},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jstars.2021.3119654","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2021.3119654","pdf_url":"https://ieeexplore.ieee.org/ielx7/4609443/4609444/09573374.pdf","source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:2efddfdbdb5d4362b8201399ac39c380","is_oa":true,"landing_page_url":"https://doaj.org/article/2efddfdbdb5d4362b8201399ac39c380","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol 14, Pp 10990-11003 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2021.3119654","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2021.3119654","pdf_url":"https://ieeexplore.ieee.org/ielx7/4609443/4609444/09573374.pdf","source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5819373079","display_name":null,"funder_award_id":"61966035","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3202923600.pdf","grobid_xml":"https://content.openalex.org/works/W3202923600.grobid-xml"},"referenced_works_count":60,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W2295107390","https://openalex.org/W2412782625","https://openalex.org/W2560023338","https://openalex.org/W2630837129","https://openalex.org/W2793461576","https://openalex.org/W2953646394","https://openalex.org/W2963378109","https://openalex.org/W2963403868","https://openalex.org/W2964309882","https://openalex.org/W2971432438","https://openalex.org/W2981899103","https://openalex.org/W3009297390","https://openalex.org/W3018169007","https://openalex.org/W3047385447","https://openalex.org/W3081064176","https://openalex.org/W3085087333","https://openalex.org/W3093815437","https://openalex.org/W3094502228","https://openalex.org/W3096609285","https://openalex.org/W3097065222","https://openalex.org/W3097471399","https://openalex.org/W3098881417","https://openalex.org/W3103092912","https://openalex.org/W3106728613","https://openalex.org/W3114672960","https://openalex.org/W3118957360","https://openalex.org/W3121523901","https://openalex.org/W3124566001","https://openalex.org/W3127751679","https://openalex.org/W3128055887","https://openalex.org/W3128103554","https://openalex.org/W3128776197","https://openalex.org/W3130788620","https://openalex.org/W3132503749","https://openalex.org/W3133696297","https://openalex.org/W3137032663","https://openalex.org/W3138516171","https://openalex.org/W3166513219","https://openalex.org/W3167152294","https://openalex.org/W3168825659","https://openalex.org/W3170544306","https://openalex.org/W3170841864","https://openalex.org/W3171125843","https://openalex.org/W3172509117","https://openalex.org/W3203480968","https://openalex.org/W3203841574","https://openalex.org/W3211490618","https://openalex.org/W4385245566","https://openalex.org/W6639824700","https://openalex.org/W6739696289","https://openalex.org/W6739901393","https://openalex.org/W6764626861","https://openalex.org/W6784333009","https://openalex.org/W6790275670","https://openalex.org/W6790690058","https://openalex.org/W6795892075","https://openalex.org/W6796245125","https://openalex.org/W6797399245"],"related_works":["https://openalex.org/W4391621807","https://openalex.org/W4231775656","https://openalex.org/W4321487865","https://openalex.org/W2046435967","https://openalex.org/W4313906399","https://openalex.org/W4391621790","https://openalex.org/W4239306820","https://openalex.org/W4391266461","https://openalex.org/W2590798552","https://openalex.org/W2811106690"],"abstract_inverted_index":{"The":[0,163],"applied":[1],"research":[2],"in":[3,182],"remote":[4,78,100],"sensing":[5,79,101],"images":[6],"has":[7],"been":[8],"pushed":[9],"by":[10,50],"convolutional":[11],"neural":[12],"network":[13],"(CNN).":[14],"Because":[15],"of":[16,20,46,89,98,133,165],"the":[17,21,39,44,56,68,87,95,134,151,170,177,187,196],"fixed":[18],"size":[19],"perceptual":[22],"field,":[23],"CNN":[24,92],"is":[25,36,82,173],"unable":[26],"to":[27,93,108,129,192],"model":[28,70,84,107,125,168,198],"global":[29,33],"semantic":[30,34,74,117,152],"relevance.":[31],"Modeling":[32],"information":[35,58,153],"possible":[37],"with":[38,91],"self-attentive":[40,53,161],"Transformer-based":[41],"model.":[42],"However,":[43],"method":[45,76],"patch":[47],"computation":[48,54],"used":[49],"Transformer":[51,90,124],"for":[52,77],"ignores":[55],"spatial":[57],"inside":[59],"each":[60],"patch.":[61],"To":[62],"address":[63],"these":[64],"issues,":[65],"we":[66,140],"offer":[67],"STransFuse":[69,197],"as":[71],"a":[72,83,105,160],"new":[73],"segmentation":[75,96],"images.":[80,102],"It":[81],"that":[85],"combines":[86],"benefits":[88],"improve":[94],"quality":[97],"various":[99,116],"We":[103],"employ":[104],"staged":[106],"extract":[109],"coarse-grained":[110],"and":[111,179],"fine-grained":[112],"feature":[113],"representations":[114],"at":[115,137,156],"scales,":[118],"unlike":[119],"earlier":[120],"techniques":[121],"based":[122],"on":[123,169,186],"fusion.":[126],"In":[127],"order":[128],"take":[130],"full":[131],"advantage":[132],"features":[135,155],"acquired":[136],"different":[138,157],"stages,":[139],"designed":[141],"an":[142],"Adaptive":[143],"Fusion":[144],"Module":[145],"(AFM).":[146],"This":[147],"module":[148],"adaptively":[149],"fuses":[150],"between":[154],"scales":[158],"employing":[159],"mechanism.":[162],"OA":[164,183],"our":[166],"proposed":[167],"Vaihingen":[171],"dataset":[172],"1.36%":[174],"higher":[175],"than":[176],"baseline,":[178],"1.27%":[180],"improvement":[181],"over":[184],"baseline":[185],"Potsdam":[188],"dataset.":[189],"When":[190],"compared":[191],"other":[193],"advanced":[194],"models,":[195],"performs":[199],"admirably.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":13},{"year":2025,"cited_by_count":59},{"year":2024,"cited_by_count":79},{"year":2023,"cited_by_count":53},{"year":2022,"cited_by_count":23},{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-15T08:27:34.491423","created_date":"2025-10-10T00:00:00"}
