{"id":"https://openalex.org/W4396941487","doi":"https://doi.org/10.1109/tai.2024.3401652","title":"Selective Depth Attention Networks for Adaptive Multiscale Feature Representation","display_name":"Selective Depth Attention Networks for Adaptive Multiscale Feature Representation","publication_year":2024,"publication_date":"2024-05-15","ids":{"openalex":"https://openalex.org/W4396941487","doi":"https://doi.org/10.1109/tai.2024.3401652"},"language":"en","primary_location":{"id":"doi:10.1109/tai.2024.3401652","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tai.2024.3401652","pdf_url":null,"source":{"id":"https://openalex.org/S4210169448","display_name":"IEEE Transactions on Artificial Intelligence","issn_l":"2691-4581","issn":["2691-4581"],"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 Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050519872","display_name":"Qingbei Guo","orcid":"https://orcid.org/0000-0002-5897-3847"},"institutions":[{"id":"https://openalex.org/I34949971","display_name":"University of Jinan","ror":"https://ror.org/02mjz6f26","country_code":"CN","type":"education","lineage":["https://openalex.org/I34949971"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qingbei Guo","raw_affiliation_strings":["Shandong Provincial Key Laboratory of Network-based Intelligent Computing, University of Jinan, Jinan, China","Shandong Provincial Key Laboratory of Network based Intelligent Computing, University of Jinan, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Shandong Provincial Key Laboratory of Network-based Intelligent Computing, University of Jinan, Jinan, China","institution_ids":["https://openalex.org/I34949971"]},{"raw_affiliation_string":"Shandong Provincial Key Laboratory of Network based Intelligent Computing, University of Jinan, Jinan, China","institution_ids":["https://openalex.org/I34949971"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087450445","display_name":"Xiao\u2010Jun Wu","orcid":"https://orcid.org/0000-0002-0310-5778"},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao-Jun Wu","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, P.R. China"],"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, P.R. China","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049469328","display_name":"Tianyang Xu","orcid":"https://orcid.org/0000-0002-9015-3128"},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianyang Xu","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, P.R. China"],"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, P.R. China","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057635087","display_name":"Tongzhen Si","orcid":"https://orcid.org/0000-0002-1141-9718"},"institutions":[{"id":"https://openalex.org/I34949971","display_name":"University of Jinan","ror":"https://ror.org/02mjz6f26","country_code":"CN","type":"education","lineage":["https://openalex.org/I34949971"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tongzhen Si","raw_affiliation_strings":["Shandong Provincial Key Laboratory of Network-based Intelligent Computing, University of Jinan, Jinan, China","Shandong Provincial Key Laboratory of Network based Intelligent Computing, University of Jinan, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Shandong Provincial Key Laboratory of Network-based Intelligent Computing, University of Jinan, Jinan, China","institution_ids":["https://openalex.org/I34949971"]},{"raw_affiliation_string":"Shandong Provincial Key Laboratory of Network based Intelligent Computing, University of Jinan, Jinan, China","institution_ids":["https://openalex.org/I34949971"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055922843","display_name":"Cong Hu","orcid":"https://orcid.org/0000-0001-8473-077X"},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cong Hu","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, P.R. China"],"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, P.R. China","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058767987","display_name":"Jinglan Tian","orcid":null},"institutions":[{"id":"https://openalex.org/I34949971","display_name":"University of Jinan","ror":"https://ror.org/02mjz6f26","country_code":"CN","type":"education","lineage":["https://openalex.org/I34949971"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinglan Tian","raw_affiliation_strings":["Shandong Provincial Key Laboratory of Network-based Intelligent Computing, University of Jinan, Jinan, China","Shandong Provincial Key Laboratory of Network based Intelligent Computing, University of Jinan, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Shandong Provincial Key Laboratory of Network-based Intelligent Computing, University of Jinan, Jinan, China","institution_ids":["https://openalex.org/I34949971"]},{"raw_affiliation_string":"Shandong Provincial Key Laboratory of Network based Intelligent Computing, University of Jinan, Jinan, China","institution_ids":["https://openalex.org/I34949971"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5050519872"],"corresponding_institution_ids":["https://openalex.org/I34949971"],"apc_list":null,"apc_paid":null,"fwci":0.2493,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.47990362,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"5","issue":"10","first_page":"5064","last_page":"5074"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9531000256538391,"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/T10057","display_name":"Face and Expression Recognition","score":0.9531000256538391,"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/T10320","display_name":"Neural Networks and Applications","score":0.9244999885559082,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9009000062942505,"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/feature","display_name":"Feature (linguistics)","score":0.6770185232162476},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5924432277679443},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5777198672294617},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5455115437507629},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.530686616897583},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43542319536209106},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.14798393845558167},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.1298905313014984},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.05444970726966858},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.05175316333770752}],"concepts":[{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6770185232162476},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5924432277679443},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5777198672294617},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5455115437507629},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.530686616897583},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43542319536209106},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.14798393845558167},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.1298905313014984},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.05444970726966858},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.05175316333770752},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tai.2024.3401652","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tai.2024.3401652","pdf_url":null,"source":{"id":"https://openalex.org/S4210169448","display_name":"IEEE Transactions on Artificial Intelligence","issn_l":"2691-4581","issn":["2691-4581"],"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 Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7107535828","display_name":null,"funder_award_id":"ZR2022MF263","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G7318516604","display_name":null,"funder_award_id":"ZR2022MF264","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G7727311886","display_name":null,"funder_award_id":"ZR2022MF352","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G8374397247","display_name":null,"funder_award_id":"ZR2023LZH006","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G8947325903","display_name":null,"funder_award_id":"BK20200593","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"}],"funders":[{"id":"https://openalex.org/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W2117539524","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2412782625","https://openalex.org/W2565639579","https://openalex.org/W2752782242","https://openalex.org/W2922509574","https://openalex.org/W2928165649","https://openalex.org/W2962858109","https://openalex.org/W2962891704","https://openalex.org/W2963091558","https://openalex.org/W2963150697","https://openalex.org/W2964231884","https://openalex.org/W2969890541","https://openalex.org/W2981413347","https://openalex.org/W2982220924","https://openalex.org/W2988452521","https://openalex.org/W3016719260","https://openalex.org/W3034552520","https://openalex.org/W3036289652","https://openalex.org/W3094502228","https://openalex.org/W3094897602","https://openalex.org/W3131500599","https://openalex.org/W3134837903","https://openalex.org/W3162418282","https://openalex.org/W3175515048","https://openalex.org/W4214493665","https://openalex.org/W4214614183","https://openalex.org/W4214666412","https://openalex.org/W4246193833","https://openalex.org/W4285134614","https://openalex.org/W4288325606","https://openalex.org/W4289752563","https://openalex.org/W4313032837","https://openalex.org/W4313887231","https://openalex.org/W4322747009","https://openalex.org/W6620707391","https://openalex.org/W6682889407","https://openalex.org/W6684191040","https://openalex.org/W6729983426","https://openalex.org/W6753038380","https://openalex.org/W6753261499","https://openalex.org/W6753955284","https://openalex.org/W6764322716","https://openalex.org/W6766029800","https://openalex.org/W6779428630"],"related_works":["https://openalex.org/W2062195135","https://openalex.org/W2795079307","https://openalex.org/W3147584709","https://openalex.org/W2977677679","https://openalex.org/W2793058541","https://openalex.org/W1983629434","https://openalex.org/W1992327129","https://openalex.org/W2033914206","https://openalex.org/W2042327336","https://openalex.org/W4386159726"],"abstract_inverted_index":{"Existing":[0],"multi-scale":[1,71,188],"methods":[2],"lead":[3],"to":[4,25,51,69,145,157,170,187],"a":[5,22,43,63,119,128,213],"risk":[6],"of":[7,84,139],"just":[8],"increasing":[9],"the":[10,79,99,104,140,152,158,173,178,203,209],"receptive":[11,17,109,174],"field":[12,110,175],"sizes":[13,176],"while":[14],"neglecting":[15],"small":[16],"fields.":[18],"Thus,":[19],"it":[20],"is":[21,185,234],"challenging":[23],"problem":[24],"effectively":[26],"construct":[27],"adaptive":[28],"neural":[29,85],"networks":[30,189],"for":[31,177],"recognizing":[32],"various":[33,75],"spatial-scale":[34],"objects.":[35,181],"To":[36],"tackle":[37],"this":[38,114],"issue,":[39],"we":[40,117,162],"first":[41],"introduce":[42],"new":[44],"attention":[45,67,134,149,153,160,191],"dimension,":[46],"i.e.,":[47],"depth,":[48],"in":[49,74],"addition":[50],"existing":[52],"attentions":[53],"such":[54],"as":[55,212],"channel-attention,":[56],"spatial-attention,":[57],"branch-attention,":[58],"and":[59,92,94,131,190,215,228],"self-attention.":[60],"We":[61],"present":[62],"novel":[64],"selective":[65],"depth":[66,148,166],"network":[68],"treat":[70],"objects":[72],"symmetrically":[73],"vision":[76,221],"tasks.":[77],"Specifically,":[78],"blocks":[80],"within":[81],"each":[82],"stage":[83],"networks,":[86,192],"including":[87,127],"CNNs,":[88],"e.g.,":[89,96,223],"ResNet,":[90],"SENet,":[91],"Res2Net,":[93],"ViTs,":[95],"PVTv2,":[97],"output":[98],"hierarchical":[100],"feature":[101],"maps":[102],"with":[103],"same":[105],"resolution":[106],"but":[107],"different":[108,165],"sizes.":[111],"Based":[112],"on":[113,218],"structural":[115],"property,":[116],"design":[118],"depth-wise":[120],"building":[121],"module,":[122,126],"namely":[123],"an":[124,132],"SDA":[125,205],"trunk":[129,141],"branch":[130,142,154],"SE-like":[133],"branch.":[135],"The":[136],"block":[137],"outputs":[138],"are":[143],"fused":[144],"guide":[146],"their":[147],"allocation":[150],"through":[151],"globally.":[155],"According":[156],"proposed":[159,204],"mechanism,":[161],"dynamically":[163],"select":[164],"features,":[167],"which":[168],"contributes":[169],"adaptively":[171],"adjusting":[172],"variable-sized":[179],"input":[180],"Moreover,":[182],"our":[183],"method":[184,206],"orthogonal":[186],"so-called":[193],"SDA-":[194],"<italic":[195],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[196,238],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">x</i>":[197],"Net.":[198],"Extensive":[199],"experiments":[200],"demonstrate":[201],"that":[202],"significantly":[207],"improves":[208],"original":[210],"performance":[211],"lightweight":[214],"efficient":[216],"plug-in":[217],"numerous":[219],"computer":[220],"tasks,":[222],"image":[224],"classification,":[225],"object":[226],"detection,":[227],"instance":[229],"segmentation.":[230],"Our":[231],"source":[232],"code":[233],"available":[235],"at":[236],"<uri":[237],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/QingbeiGuo/SDA-xNet.git</uri>":[239],".":[240]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}