{"id":"https://openalex.org/W4393945095","doi":"https://doi.org/10.3390/a17040151","title":"Research on Efficient Feature Generation and Spatial Aggregation for Remote Sensing Semantic Segmentation","display_name":"Research on Efficient Feature Generation and Spatial Aggregation for Remote Sensing Semantic Segmentation","publication_year":2024,"publication_date":"2024-04-04","ids":{"openalex":"https://openalex.org/W4393945095","doi":"https://doi.org/10.3390/a17040151"},"language":"en","primary_location":{"id":"doi:10.3390/a17040151","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a17040151","pdf_url":"https://www.mdpi.com/1999-4893/17/4/151/pdf?version=1712200971","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"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":"Algorithms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/17/4/151/pdf?version=1712200971","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027026967","display_name":"Ruoyang Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4750791","display_name":"Henan Agricultural University","ror":"https://ror.org/04eq83d71","country_code":"CN","type":"education","lineage":["https://openalex.org/I4750791"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruoyang Li","raw_affiliation_strings":["College of Information and Management Science, Henan Agricultural University, Zhengzhou 450046, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Management Science, Henan Agricultural University, Zhengzhou 450046, China","institution_ids":["https://openalex.org/I4750791"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035122974","display_name":"Shuping Xiong","orcid":"https://orcid.org/0000-0003-1549-515X"},"institutions":[{"id":"https://openalex.org/I4750791","display_name":"Henan Agricultural University","ror":"https://ror.org/04eq83d71","country_code":"CN","type":"education","lineage":["https://openalex.org/I4750791"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuping Xiong","raw_affiliation_strings":["College of Agronomy, Henan Agricultural University, Zhengzhou 450046, China"],"affiliations":[{"raw_affiliation_string":"College of Agronomy, Henan Agricultural University, Zhengzhou 450046, China","institution_ids":["https://openalex.org/I4750791"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072915292","display_name":"Yinchao Che","orcid":null},"institutions":[{"id":"https://openalex.org/I4750791","display_name":"Henan Agricultural University","ror":"https://ror.org/04eq83d71","country_code":"CN","type":"education","lineage":["https://openalex.org/I4750791"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yinchao Che","raw_affiliation_strings":["College of Information and Management Science, Henan Agricultural University, Zhengzhou 450046, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Management Science, Henan Agricultural University, Zhengzhou 450046, China","institution_ids":["https://openalex.org/I4750791"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028231355","display_name":"Lei Shi","orcid":"https://orcid.org/0000-0002-1536-4427"},"institutions":[{"id":"https://openalex.org/I4750791","display_name":"Henan Agricultural University","ror":"https://ror.org/04eq83d71","country_code":"CN","type":"education","lineage":["https://openalex.org/I4750791"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Shi","raw_affiliation_strings":["College of Information and Management Science, Henan Agricultural University, Zhengzhou 450046, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Management Science, Henan Agricultural University, Zhengzhou 450046, China","institution_ids":["https://openalex.org/I4750791"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101581742","display_name":"Xinming Ma","orcid":"https://orcid.org/0000-0001-9137-497X"},"institutions":[{"id":"https://openalex.org/I4750791","display_name":"Henan Agricultural University","ror":"https://ror.org/04eq83d71","country_code":"CN","type":"education","lineage":["https://openalex.org/I4750791"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinming Ma","raw_affiliation_strings":["College of Agronomy, Henan Agricultural University, Zhengzhou 450046, China","College of Information and Management Science, Henan Agricultural University, Zhengzhou 450046, China"],"affiliations":[{"raw_affiliation_string":"College of Agronomy, Henan Agricultural University, Zhengzhou 450046, China","institution_ids":["https://openalex.org/I4750791"]},{"raw_affiliation_string":"College of Information and Management Science, Henan Agricultural University, Zhengzhou 450046, China","institution_ids":["https://openalex.org/I4750791"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026898425","display_name":"Lei Xi","orcid":"https://orcid.org/0000-0002-5445-8557"},"institutions":[{"id":"https://openalex.org/I4750791","display_name":"Henan Agricultural University","ror":"https://ror.org/04eq83d71","country_code":"CN","type":"education","lineage":["https://openalex.org/I4750791"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lei Xi","raw_affiliation_strings":["College of Information and Management Science, Henan Agricultural University, Zhengzhou 450046, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Management Science, Henan Agricultural University, Zhengzhou 450046, China","institution_ids":["https://openalex.org/I4750791"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5026898425"],"corresponding_institution_ids":["https://openalex.org/I4750791"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.6491,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.65184203,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"17","issue":"4","first_page":"151","last_page":"151"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13282","display_name":"Automated Road and Building Extraction","score":0.9886000156402588,"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":0.9886000156402588,"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9743000268936157,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.96670001745224,"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/segmentation","display_name":"Segmentation","score":0.7071349620819092},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6970503330230713},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6837878227233887},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5155008435249329},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4178529381752014},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4094739854335785},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4026726186275482},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.18089830875396729}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7071349620819092},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6970503330230713},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6837878227233887},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5155008435249329},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4178529381752014},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4094739854335785},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4026726186275482},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.18089830875396729},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/a17040151","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a17040151","pdf_url":"https://www.mdpi.com/1999-4893/17/4/151/pdf?version=1712200971","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"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":"Algorithms","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1ba039c62be14082a34d9a00281a6701","is_oa":true,"landing_page_url":"https://doaj.org/article/1ba039c62be14082a34d9a00281a6701","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":"Algorithms, Vol 17, Iss 4, p 151 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/a17040151","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a17040151","pdf_url":"https://www.mdpi.com/1999-4893/17/4/151/pdf?version=1712200971","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"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":"Algorithms","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7300000190734863,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"awards":[{"id":"https://openalex.org/G1023919524","display_name":null,"funder_award_id":", Grant","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G37568934","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4020255992","display_name":null,"funder_award_id":"Project","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7726157001","display_name":null,"funder_award_id":"Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8379255926","display_name":null,"funder_award_id":"11001107","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8955107213","display_name":null,"funder_award_id":"Major","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":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4393945095.pdf"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1745334888","https://openalex.org/W1903029394","https://openalex.org/W2480078828","https://openalex.org/W2560023338","https://openalex.org/W2563705555","https://openalex.org/W2752782242","https://openalex.org/W2793051750","https://openalex.org/W2889609569","https://openalex.org/W2892220259","https://openalex.org/W2963125010","https://openalex.org/W2963145730","https://openalex.org/W2963163009","https://openalex.org/W2963342610","https://openalex.org/W2963382930","https://openalex.org/W2963881378","https://openalex.org/W2964233199","https://openalex.org/W2964252655","https://openalex.org/W2964309882","https://openalex.org/W2968614659","https://openalex.org/W3096947210","https://openalex.org/W3116794818","https://openalex.org/W3121709906","https://openalex.org/W3169865585","https://openalex.org/W4210807095","https://openalex.org/W4242558598","https://openalex.org/W6749810415","https://openalex.org/W6753710810","https://openalex.org/W6754538460","https://openalex.org/W6755002340","https://openalex.org/W6762585180","https://openalex.org/W6788693039","https://openalex.org/W6808075671"],"related_works":["https://openalex.org/W2121524756","https://openalex.org/W782553550","https://openalex.org/W4379231730","https://openalex.org/W1987967678","https://openalex.org/W4389858081","https://openalex.org/W2633218168","https://openalex.org/W4235897794","https://openalex.org/W2059707233","https://openalex.org/W4386159726","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Semantic":[0],"segmentation":[1,30,135,180],"algorithms":[2],"leveraging":[3],"deep":[4],"convolutional":[5],"neural":[6],"networks":[7],"often":[8],"encounter":[9],"challenges":[10],"due":[11],"to":[12,207],"their":[13],"extensive":[14],"parameters,":[15],"high":[16,177],"computational":[17,65,119,173],"complexity,":[18],"and":[19,40,63,93,113,121,127,153,172,192,198],"slow":[20],"execution.":[21],"To":[22,67,131],"address":[23],"these":[24,209],"issues,":[25],"we":[26,137],"introduce":[27],"a":[28,76],"semantic":[29,88],"network":[31],"model":[32,45,99],"emphasizing":[33],"the":[34,69,84,98,133,158,169,204],"rapid":[35],"generation":[36],"of":[37,51,90],"redundant":[38],"features":[39,109],"multi-level":[41],"spatial":[42,114],"aggregation.":[43],"This":[44,116,182],"applies":[46],"cost-efficient":[47],"linear":[48],"transformations":[49],"instead":[50],"standard":[52],"convolution":[53],"operations":[54],"during":[55],"feature":[56,70],"map":[57],"generation,":[58],"effectively":[59,107],"managing":[60],"memory":[61],"usage":[62],"reducing":[64,168],"complexity.":[66],"enhance":[68],"maps\u2019":[71],"representation":[72],"ability":[73],"post-linear":[74],"transformation,":[75],"specifically":[77],"designed":[78],"dual-attention":[79],"mechanism":[80],"is":[81],"implemented,":[82],"enhancing":[83],"model\u2019s":[85,134,159,205],"capacity":[86],"for":[87,188],"understanding":[89],"both":[91],"local":[92],"global":[94],"image":[95,129],"information.":[96],"Moreover,":[97],"integrates":[100],"sparse":[101],"self-attention":[102],"with":[103],"multi-scale":[104],"contextual":[105],"strategies,":[106],"combining":[108],"across":[110],"different":[111],"scales":[112],"extents.":[115],"approach":[117],"optimizes":[118],"efficiency":[120],"retains":[122],"crucial":[123],"information,":[124],"enabling":[125],"precise":[126],"quick":[128],"segmentation.":[130],"assess":[132],"performance,":[136],"conducted":[138],"experiments":[139,156],"in":[140,179,190],"Changge":[141],"City,":[142],"Henan":[143],"Province,":[144],"using":[145],"datasets":[146],"such":[147],"as":[148],"LoveDA,":[149],"PASCAL":[150],"VOC,":[151],"LandCoverNet,":[152],"DroneDeploy.":[154],"These":[155],"demonstrated":[157],"outstanding":[160],"performance":[161],"on":[162],"public":[163],"remote":[164],"sensing":[165],"datasets,":[166],"significantly":[167],"parameter":[170],"count":[171],"complexity":[174],"while":[175],"maintaining":[176],"accuracy":[178],"tasks.":[181],"advancement":[183],"offers":[184],"substantial":[185],"technical":[186],"benefits":[187],"applications":[189],"agriculture":[191],"forestry,":[193],"including":[194],"land":[195],"cover":[196],"classification":[197],"crop":[199],"health":[200],"monitoring,":[201],"thereby":[202],"underscoring":[203],"potential":[206],"support":[208],"critical":[210],"sectors":[211],"effectively.":[212]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}
