{"id":"https://openalex.org/W4399815439","doi":"https://doi.org/10.1007/s40747-024-01520-1","title":"Nested attention network based on category contexts learning for semantic segmentation","display_name":"Nested attention network based on category contexts learning for semantic segmentation","publication_year":2024,"publication_date":"2024-06-19","ids":{"openalex":"https://openalex.org/W4399815439","doi":"https://doi.org/10.1007/s40747-024-01520-1"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-024-01520-1","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s40747-024-01520-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01520-1.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01520-1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111187663","display_name":"Tianping Li","orcid":null},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tianping Li","raw_affiliation_strings":["School of Physics and Electronics, Shandong Normal University, Changqing Lake Campus, Jinan, 250358, Shandong, China"],"affiliations":[{"raw_affiliation_string":"School of Physics and Electronics, Shandong Normal University, Changqing Lake Campus, Jinan, 250358, Shandong, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100387478","display_name":"Meilin Liu","orcid":"https://orcid.org/0000-0001-7005-9292"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meilin Liu","raw_affiliation_strings":["School of Physics and Electronics, Shandong Normal University, Changqing Lake Campus, Jinan, 250358, Shandong, China"],"affiliations":[{"raw_affiliation_string":"School of Physics and Electronics, Shandong Normal University, Changqing Lake Campus, Jinan, 250358, Shandong, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101487458","display_name":"Dongmei Wei","orcid":"https://orcid.org/0000-0002-9596-3461"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongmei Wei","raw_affiliation_strings":["School of Physics and Electronics, Shandong Normal University, Changqing Lake Campus, Jinan, 250358, Shandong, China"],"affiliations":[{"raw_affiliation_string":"School of Physics and Electronics, Shandong Normal University, Changqing Lake Campus, Jinan, 250358, Shandong, China","institution_ids":["https://openalex.org/I28006308"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5111187663"],"corresponding_institution_ids":["https://openalex.org/I28006308"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0813479,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"10","issue":"5","first_page":"6693","last_page":"6703"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998000264167786,"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":0.9998000264167786,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9998000264167786,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9995999932289124,"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/computational-intelligence","display_name":"Computational intelligence","score":0.6862310171127319},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5483582019805908},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5221835970878601},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5082611441612244},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.41835111379623413},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.36527958512306213}],"concepts":[{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.6862310171127319},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5483582019805908},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5221835970878601},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5082611441612244},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.41835111379623413},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.36527958512306213}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-024-01520-1","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s40747-024-01520-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01520-1.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:794175bd3dd84ebd85539a9bb1a2c1f6","is_oa":true,"landing_page_url":"https://doaj.org/article/794175bd3dd84ebd85539a9bb1a2c1f6","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":"Complex & Intelligent Systems, Vol 10, Iss 5, Pp 6693-6703 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-024-01520-1","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s40747-024-01520-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01520-1.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.7900000214576721}],"awards":[{"id":"https://openalex.org/G63400967","display_name":null,"funder_award_id":"61472220","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8893067227","display_name":null,"funder_award_id":"61572286","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":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399815439.pdf"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W2031489346","https://openalex.org/W2340897893","https://openalex.org/W2412782625","https://openalex.org/W2560023338","https://openalex.org/W2737258237","https://openalex.org/W2752782242","https://openalex.org/W2884585870","https://openalex.org/W2895340641","https://openalex.org/W2955058313","https://openalex.org/W2963881378","https://openalex.org/W2981689412","https://openalex.org/W2981899103","https://openalex.org/W2993235622","https://openalex.org/W3017971322","https://openalex.org/W3109301572","https://openalex.org/W3109772732","https://openalex.org/W3110908156","https://openalex.org/W3135040242","https://openalex.org/W3190246790","https://openalex.org/W4213077896","https://openalex.org/W4302275239","https://openalex.org/W4308235506","https://openalex.org/W4362497024","https://openalex.org/W4366596027","https://openalex.org/W4367145990","https://openalex.org/W4376274622","https://openalex.org/W4386075524","https://openalex.org/W4386598548","https://openalex.org/W4387803070","https://openalex.org/W4389301963","https://openalex.org/W4389779955","https://openalex.org/W4389956097","https://openalex.org/W6600007113","https://openalex.org/W6600459194","https://openalex.org/W6600804845","https://openalex.org/W6610935195"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2931662336","https://openalex.org/W2077865380","https://openalex.org/W2765597752","https://openalex.org/W2134894512","https://openalex.org/W2083375246","https://openalex.org/W2067108088","https://openalex.org/W2085372204","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Abstract":[0],"The":[1],"attention":[2],"mechanism":[3],"is":[4,126],"widely":[5],"used":[6,21],"in":[7,64],"the":[8,15,73,83,88,94,98,140,154,169],"field":[9],"of":[10,85,87,100,116,135,142,166],"semantic":[11,46],"segmentation,":[12,47],"due":[13],"to":[14,22,31,34,59,81,102],"fact":[16],"that":[17,110,158],"it":[18],"can":[19],"be":[20],"obtain":[23,103],"effective":[24],"long-distance":[25],"dependencies":[26,74],"by":[27],"assigning":[28],"different":[29,35],"weights":[30],"objects":[32],"according":[33],"tasks.":[36],"We":[37,138],"propose":[38],"a":[39,113,127,131,164],"novel":[40],"Nested":[41],"Attention":[42,52,57],"Network":[43],"(NANet)":[44],"for":[45],"which":[48],"combines":[49],"Feature":[50],"Category":[51],"(FCA)":[53],"and":[54,67,79,118,125,151,153],"Channel":[55],"Relationship":[56],"(CRA)":[58],"effectively":[60],"aggregate":[61],"same-category":[62],"contexts":[63],"both":[65],"spatial":[66,76],"channel":[68,95],"dimensions.":[69],"Specifically,":[70],"FCA":[71,101],"captures":[72,93],"between":[75],"pixel":[77],"features":[78,86],"categories":[80],"achieve":[82],"aggregation":[84],"same":[89],"category.":[90],"CRA":[91],"further":[92],"relationships":[96],"on":[97,144,168],"output":[99],"richer":[104],"contexts.":[105],"Numerous":[106],"experiments":[107],"have":[108],"shown":[109],"NANet":[111,143,159],"has":[112],"lower":[114,132],"number":[115,134],"parameters":[117],"computational":[119],"complexity":[120],"than":[121],"other":[122],"state-of-the-art":[123],"methods,":[124],"lightweight":[128],"model":[129],"with":[130],"total":[133],"floating-point":[136],"operations.":[137],"evaluated":[139],"performance":[141,165],"three":[145],"datasets:":[146],"Cityscapes,":[147],"PASCAL":[148],"VOC":[149],"2012,":[150],"ADE20K,":[152],"experimental":[155],"results":[156],"show":[157],"obtains":[160],"promising":[161],"results,":[162],"reaching":[163],"82.6%":[167],"Cityscapes":[170],"test":[171],"set.":[172]},"counts_by_year":[],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
