{"id":"https://openalex.org/W4412985041","doi":"https://doi.org/10.1109/tce.2025.3596058","title":"Efficient Machine Learning-Based Semantic Segmentation Algorithm for Consumer-Grade AAV Remote Sensing","display_name":"Efficient Machine Learning-Based Semantic Segmentation Algorithm for Consumer-Grade AAV Remote Sensing","publication_year":2025,"publication_date":"2025-08-05","ids":{"openalex":"https://openalex.org/W4412985041","doi":"https://doi.org/10.1109/tce.2025.3596058"},"language":"en","primary_location":{"id":"doi:10.1109/tce.2025.3596058","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2025.3596058","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"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 Transactions on Consumer Electronics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/journal_contribution/Efficient_Machine_Learning-Based_Semantic_Segmentation_Algorithm_for_Consumer-Grade_UAV_Remote_Sensing/32549670","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102368588","display_name":"Hong Ye","orcid":null},"institutions":[{"id":"https://openalex.org/I4210123686","display_name":"Quzhou University","ror":"https://ror.org/024nfx323","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210123686"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Ye","raw_affiliation_strings":["College of Electrical and Information Engineering, Quzhou University, Quzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Quzhou University, Quzhou, China","institution_ids":["https://openalex.org/I4210123686"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000947296","display_name":"Jijing Cai","orcid":"https://orcid.org/0009-0009-9965-8454"},"institutions":[{"id":"https://openalex.org/I1284762954","display_name":"Zhejiang A & F University","ror":"https://ror.org/02vj4rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I1284762954"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jijing Cai","raw_affiliation_strings":["College of Mathematics and Computer Science, Zhejiang A&#x0026;F University, Hangzhou, China","College of Mathematics and Computer Science, Zhejiang A and F University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0009-9965-8454","affiliations":[{"raw_affiliation_string":"College of Mathematics and Computer Science, Zhejiang A&#x0026;F University, Hangzhou, China","institution_ids":["https://openalex.org/I1284762954"]},{"raw_affiliation_string":"College of Mathematics and Computer Science, Zhejiang A and F University, Hangzhou, China","institution_ids":["https://openalex.org/I1284762954"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050812477","display_name":"Jiangtao Deng","orcid":"https://orcid.org/0009-0000-9688-2631"},"institutions":[{"id":"https://openalex.org/I1284762954","display_name":"Zhejiang A & F University","ror":"https://ror.org/02vj4rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I1284762954"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiangtao Deng","raw_affiliation_strings":["College of Mathematics and Computer Science, Zhejiang A&#x0026;F University, Hangzhou, China","College of Mathematics and Computer Science, Zhejiang A and F University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0000-9688-2631","affiliations":[{"raw_affiliation_string":"College of Mathematics and Computer Science, Zhejiang A&#x0026;F University, Hangzhou, China","institution_ids":["https://openalex.org/I1284762954"]},{"raw_affiliation_string":"College of Mathematics and Computer Science, Zhejiang A and F University, Hangzhou, China","institution_ids":["https://openalex.org/I1284762954"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xiaodong Wang","orcid":"https://orcid.org/0009-0001-1730-0080"},"institutions":[{"id":"https://openalex.org/I4210096600","display_name":"Quzhou College of Technology","ror":"https://ror.org/00q0v3357","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096600"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaodong Wang","raw_affiliation_strings":["Zhejiang Jiuzhou Water Control Technology Co., Ltd., Quzhou, China","Zhejiang Jiuzhou Water Control Technology Co., Ltd, Quzhou, China"],"raw_orcid":"https://orcid.org/0009-0001-1730-0080","affiliations":[{"raw_affiliation_string":"Zhejiang Jiuzhou Water Control Technology Co., Ltd., Quzhou, China","institution_ids":["https://openalex.org/I4210096600"]},{"raw_affiliation_string":"Zhejiang Jiuzhou Water Control Technology Co., Ltd, Quzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088617561","display_name":"Ali Kashif Bashir","orcid":"https://orcid.org/0000-0003-2601-9327"},"institutions":[{"id":"https://openalex.org/I11983389","display_name":"Manchester Metropolitan University","ror":"https://ror.org/02hstj355","country_code":"GB","type":"education","lineage":["https://openalex.org/I11983389"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ali Kashif Bashir","raw_affiliation_strings":["Department of Computing and Mathematics, Manchester Metropolitan University, Manchester, U.K","Department of Computing and Mathematics, Manchester Metropolitan University, UK"],"raw_orcid":"https://orcid.org/0000-0003-2601-9327","affiliations":[{"raw_affiliation_string":"Department of Computing and Mathematics, Manchester Metropolitan University, Manchester, U.K","institution_ids":["https://openalex.org/I11983389"]},{"raw_affiliation_string":"Department of Computing and Mathematics, Manchester Metropolitan University, UK","institution_ids":["https://openalex.org/I11983389"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061880171","display_name":"Kai Fang","orcid":"https://orcid.org/0000-0003-0419-1468"},"institutions":[{"id":"https://openalex.org/I1284762954","display_name":"Zhejiang A & F University","ror":"https://ror.org/02vj4rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I1284762954"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Fang","raw_affiliation_strings":["College of Mathematics and Computer Science, Zhejiang A&#x0026;F University, Hangzhou, China","College of Mathematics and Computer Science, Zhejiang A and F University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-0419-1468","affiliations":[{"raw_affiliation_string":"College of Mathematics and Computer Science, Zhejiang A&#x0026;F University, Hangzhou, China","institution_ids":["https://openalex.org/I1284762954"]},{"raw_affiliation_string":"College of Mathematics and Computer Science, Zhejiang A and F University, Hangzhou, China","institution_ids":["https://openalex.org/I1284762954"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100392000","display_name":"Wei Wang","orcid":"https://orcid.org/0000-0002-5273-3332"},"institutions":[{"id":"https://openalex.org/I4388482657","display_name":"Shenzhen MSU-BIT University","ror":"https://ror.org/02q963474","country_code":null,"type":"education","lineage":["https://openalex.org/I4388482657"]},{"id":"https://openalex.org/I49835588","display_name":"Macao Polytechnic University","ror":"https://ror.org/02sf5td35","country_code":"MO","type":"education","lineage":["https://openalex.org/I49835588"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Wei Wang","raw_affiliation_strings":["Faculty of Applied Sciences, Macao Polytechnic University, Macao, SAR, China","Artificial Intelligence Research Institute, Guangdong-Hong Kong-Macao Joint Laboratory for Emotion Intelligence and Pervasive Computing, Shenzhen MSU-BIT University, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Applied Sciences, Macao Polytechnic University, Macao, SAR, China","institution_ids":["https://openalex.org/I49835588"]},{"raw_affiliation_string":"Artificial Intelligence Research Institute, Guangdong-Hong Kong-Macao Joint Laboratory for Emotion Intelligence and Pervasive Computing, Shenzhen MSU-BIT University, Shenzhen, China","institution_ids":["https://openalex.org/I4388482657"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20402938,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"71","issue":"4","first_page":"10812","last_page":"10825"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13282","display_name":"Automated Road and Building Extraction","score":0.7870000004768372,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13282","display_name":"Automated Road and Building Extraction","score":0.7870000004768372,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"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/T14139","display_name":"E-commerce and Technology Innovations","score":0.7107999920845032,"subfield":{"id":"https://openalex.org/subfields/1403","display_name":"Business and International Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14413","display_name":"Advanced Technologies in Various Fields","score":0.6388999819755554,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.724997878074646},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.594459056854248},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5273562073707581},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4418940842151642},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3710792064666748},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.36939215660095215},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34769803285598755}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.724997878074646},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.594459056854248},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5273562073707581},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4418940842151642},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3710792064666748},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.36939215660095215},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34769803285598755}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tce.2025.3596058","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2025.3596058","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"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 Transactions on Consumer Electronics","raw_type":"journal-article"},{"id":"pmh:oai:e-space.mmu.ac.uk:641813","is_oa":false,"landing_page_url":"https://orcid.org/0009-0009-9965-8454","pdf_url":null,"source":{"id":"https://openalex.org/S4306401617","display_name":"e-space (Manchester Metropolitan University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11983389","host_organization_name":"Manchester Metropolitan University","host_organization_lineage":["https://openalex.org/I11983389"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:figshare.com:article/32549670","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Efficient_Machine_Learning-Based_Semantic_Segmentation_Algorithm_for_Consumer-Grade_UAV_Remote_Sensing/32549670","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":null,"raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/32549670","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Efficient_Machine_Learning-Based_Semantic_Segmentation_Algorithm_for_Consumer-Grade_UAV_Remote_Sensing/32549670","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":null,"raw_type":"Text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3738753748","display_name":null,"funder_award_id":"LGN21C130001","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2560023338","https://openalex.org/W2787091153","https://openalex.org/W3110908156","https://openalex.org/W3136217325","https://openalex.org/W4205138939","https://openalex.org/W4224211827","https://openalex.org/W4283450732","https://openalex.org/W4312603774","https://openalex.org/W4312726009","https://openalex.org/W4312815172","https://openalex.org/W4312872526","https://openalex.org/W4313527340","https://openalex.org/W4382449692","https://openalex.org/W4385408183","https://openalex.org/W4386075642","https://openalex.org/W4386083119","https://openalex.org/W4389005264","https://openalex.org/W4391305653","https://openalex.org/W4391918666","https://openalex.org/W4393148220","https://openalex.org/W4394625611","https://openalex.org/W4394871614","https://openalex.org/W4395447716","https://openalex.org/W4398188156","https://openalex.org/W4399452747","https://openalex.org/W4400314779","https://openalex.org/W4400526093","https://openalex.org/W4400978748","https://openalex.org/W4401453945","https://openalex.org/W4401585695","https://openalex.org/W4402754149","https://openalex.org/W4403181958","https://openalex.org/W4403332093","https://openalex.org/W4404238641","https://openalex.org/W4404939641","https://openalex.org/W4405194977","https://openalex.org/W4406137439","https://openalex.org/W4406457497","https://openalex.org/W4406981313","https://openalex.org/W4409671414"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W4409439182","https://openalex.org/W2053286651","https://openalex.org/W2181743346","https://openalex.org/W2187401768","https://openalex.org/W2181413294","https://openalex.org/W2052122378","https://openalex.org/W2544423928","https://openalex.org/W1522196789"],"abstract_inverted_index":{"The":[0],"computational":[1,19,100,136],"complexity":[2,101],"of":[3,102,123],"the":[4,58,66,85,99,107,121,124],"Transformer":[5,125],"model":[6],"grows":[7],"quadratically":[8],"with":[9],"input":[10],"sequence":[11],"length.":[12],"This":[13,94],"causes":[14],"a":[15],"sharp":[16],"increase":[17],"in":[18,32,84],"cost":[20,137],"and":[21,97,116,144],"memory":[22],"consumption":[23],"for":[24],"high-resolution":[25],"remote":[26,37],"sensing":[27,38],"images.":[28],"Consequently,":[29],"its":[30],"application":[31],"consumer-grade":[33],"unmanned":[34],"aerial":[35],"vehicle":[36],"is":[39],"limited.":[40],"To":[41],"address":[42],"this":[43],"issue,":[44],"we":[45],"propose":[46],"an":[47],"efficient":[48],"machine":[49],"learning-based":[50],"semantic":[51],"segmentation":[52,151],"algorithm":[53,70],"(EMLSSA).":[54],"First,":[55],"EMLSSA":[56,105],"incorporates":[57,106],"hash":[59,76,87],"clustering":[60],"attention":[61],"(HCAttention)":[62],"mechanism.":[63,112],"It":[64,113],"employs":[65],"locality-sensitive":[67],"hashing":[68],"(LSH)":[69],"to":[71,126,153],"group":[72],"similar":[73],"features":[74,96],"into":[75],"buckets,":[77],"enabling":[78],"dynamic":[79],"token":[80],"clustering.":[81],"Subsequently,":[82],"tokens":[83],"same":[86],"bucket":[88],"are":[89],"aggregated":[90],"by":[91,138],"weighted":[92],"summation.":[93],"compresses":[95],"reduces":[98,135],"self-attention.":[103],"Second,":[104],"frequency":[108,115],"multi-layer":[109],"perceptron":[110],"(FMLP)":[111],"combines":[114],"spatial":[117],"domain":[118],"information,":[119],"enhancing":[120],"ability":[122],"perceive":[127],"local":[128],"features.":[129],"Experimental":[130],"results":[131],"show":[132],"that":[133],"EMLSSA-B4":[134],"11.7%":[139],"on":[140],"FLAME,":[141],"PWD,":[142],"EarthVQA,":[143],"Potsdam":[145],"datasets.":[146],"Furthermore,":[147],"it":[148],"maintains":[149],"comparable":[150],"performance":[152],"SegFormer-B4.":[154]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
