{"id":"https://openalex.org/W4312445341","doi":"https://doi.org/10.1109/ijcnn55064.2022.9892313","title":"What You See Is What You Transform: Foveated Spatial Transformers as a bio-inspired attention mechanism","display_name":"What You See Is What You Transform: Foveated Spatial Transformers as a bio-inspired attention mechanism","publication_year":2022,"publication_date":"2022-07-18","ids":{"openalex":"https://openalex.org/W4312445341","doi":"https://doi.org/10.1109/ijcnn55064.2022.9892313"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn55064.2022.9892313","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn55064.2022.9892313","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-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/A5030630603","display_name":"Ghassan Dabane","orcid":null},"institutions":[{"id":"https://openalex.org/I21491767","display_name":"Aix-Marseille Universit\u00e9","ror":"https://ror.org/035xkbk20","country_code":"FR","type":"education","lineage":["https://openalex.org/I21491767"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Ghassan Dabane","raw_affiliation_strings":["Polytech Marseille, Aix Marseille Univ,Marseille,France"],"affiliations":[{"raw_affiliation_string":"Polytech Marseille, Aix Marseille Univ,Marseille,France","institution_ids":["https://openalex.org/I21491767"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010769763","display_name":"Laurent Perrinet","orcid":"https://orcid.org/0000-0002-9536-010X"},"institutions":[{"id":"https://openalex.org/I4210138220","display_name":"Institut de Neurosciences de la Timone","ror":"https://ror.org/043hw6336","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I21491767","https://openalex.org/I4210096427","https://openalex.org/I4210138220"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Laurent U Perrinet","raw_affiliation_strings":["Institut de Neurosciences de la Timone, Aix Marseille Univ,CNRS,Marseille,France"],"affiliations":[{"raw_affiliation_string":"Institut de Neurosciences de la Timone, Aix Marseille Univ,CNRS,Marseille,France","institution_ids":["https://openalex.org/I4210138220","https://openalex.org/I1294671590"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002950216","display_name":"Emmanuel Dauc\u00e9","orcid":"https://orcid.org/0000-0001-6596-8168"},"institutions":[{"id":"https://openalex.org/I4210138220","display_name":"Institut de Neurosciences de la Timone","ror":"https://ror.org/043hw6336","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I21491767","https://openalex.org/I4210096427","https://openalex.org/I4210138220"]},{"id":"https://openalex.org/I4210142724","display_name":"Centrale Marseille","ror":"https://ror.org/040baw385","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210142724"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Emmanuel Dauce","raw_affiliation_strings":["Institut de Neurosciences de la Timone,Centrale Marseille, CNRS,Marseille,France"],"affiliations":[{"raw_affiliation_string":"Institut de Neurosciences de la Timone,Centrale Marseille, CNRS,Marseille,France","institution_ids":["https://openalex.org/I4210138220","https://openalex.org/I4210142724","https://openalex.org/I1294671590"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5030630603"],"corresponding_institution_ids":["https://openalex.org/I21491767"],"apc_list":null,"apc_paid":null,"fwci":0.6404,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.6167907,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10581","display_name":"Neural dynamics and brain function","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12236","display_name":"Photoreceptor and optogenetics research","score":0.978600025177002,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7501121759414673},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.672659158706665},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5904731750488281},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5010666847229004},{"id":"https://openalex.org/keywords/pooling","display_name":"Pooling","score":0.46803122758865356},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.4559685289859772},{"id":"https://openalex.org/keywords/visual-processing","display_name":"Visual processing","score":0.44661304354667664},{"id":"https://openalex.org/keywords/machine-vision","display_name":"Machine vision","score":0.4392237067222595},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10756176710128784}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7501121759414673},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.672659158706665},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5904731750488281},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5010666847229004},{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.46803122758865356},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4559685289859772},{"id":"https://openalex.org/C2778251979","wikidata":"https://www.wikidata.org/wiki/Q7936617","display_name":"Visual processing","level":3,"score":0.44661304354667664},{"id":"https://openalex.org/C5339829","wikidata":"https://www.wikidata.org/wiki/Q1425977","display_name":"Machine vision","level":2,"score":0.4392237067222595},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10756176710128784},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn55064.2022.9892313","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn55064.2022.9892313","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320333359","display_name":"College of Natural Resources and Sciences, Humboldt State University","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W603908379","https://openalex.org/W1677182931","https://openalex.org/W1832693441","https://openalex.org/W1996348120","https://openalex.org/W2011301426","https://openalex.org/W2012189712","https://openalex.org/W2034177094","https://openalex.org/W2059156134","https://openalex.org/W2101926813","https://openalex.org/W2103212315","https://openalex.org/W2106081159","https://openalex.org/W2112796928","https://openalex.org/W2120615054","https://openalex.org/W2129673518","https://openalex.org/W2144366379","https://openalex.org/W2163605009","https://openalex.org/W2194775991","https://openalex.org/W2296073425","https://openalex.org/W2463330366","https://openalex.org/W2772723798","https://openalex.org/W2809254203","https://openalex.org/W2904920389","https://openalex.org/W2965553127","https://openalex.org/W3005221849","https://openalex.org/W3035965352","https://openalex.org/W3081008878","https://openalex.org/W3099878876","https://openalex.org/W3111639715","https://openalex.org/W3157506437","https://openalex.org/W3157515004","https://openalex.org/W4231697575","https://openalex.org/W4295312788","https://openalex.org/W4385245566","https://openalex.org/W6618372016","https://openalex.org/W6739901393","https://openalex.org/W6766978945"],"related_works":["https://openalex.org/W2953234277","https://openalex.org/W2626256601","https://openalex.org/W147410782","https://openalex.org/W2900413183","https://openalex.org/W4390975304","https://openalex.org/W3022252430","https://openalex.org/W4287804464","https://openalex.org/W3103989898","https://openalex.org/W3211292372","https://openalex.org/W2810679507"],"abstract_inverted_index":{"Decoding":[0],"the":[1,10,26,65,68,84,107,118],"semantic":[2],"content":[3],"of":[4,12,30,67,86,113,120],"images":[5],"is":[6,22],"nowadays":[7],"dominated":[8],"by":[9,25],"use":[11],"deep":[13],"convolutional":[14],"neural":[15],"networks":[16],"(DCNNs),":[17],"However,":[18],"their":[19,31],"generalization":[20],"capability":[21,85],"still":[23],"undermined":[24],"small":[27],"translation":[28],"invariance":[29],"max-pooling":[32],"layers.":[33],"Taking":[34],"inspiration":[35],"from":[36],"biological":[37,60],"vision,":[38,81],"we":[39,82],"develop":[40],"here":[41],"a":[42,53,72,75,87,110],"new":[43,111],"methodology":[44],"for":[45],"translation-invariant":[46],"processing":[47,70],"with":[48],"DCNNs.":[49],"We":[50],"build":[51],"upon":[52],"recent":[54],"model":[55],"that":[56],"implements":[57],"two":[58],"key":[59],"mechanisms:":[61],"foveated":[62,88],"vision":[63,123],"and":[64,74],"separation":[66],"visual":[69,115,126],"into":[71],"\u201cwhat\u201d":[73],"\u201cwhere\u201d":[76],"pathways.":[77],"Alongside":[78],"such":[79],"foveal":[80],"demonstrate":[83],"spatial":[89,101,114],"transformer":[90],"to":[91],"learn":[92],"both":[93],"pathways":[94],"in":[95],"an":[96],"end-to-end":[97],"fashion,":[98],"without":[99],"any":[100],"labelling":[102],"whatsoever.":[103],"Our":[104],"results":[105],"pave":[106],"way":[108],"towards":[109],"class":[112],"transformers,":[116],"implementing":[117],"principles":[119],"active":[121],"(saccadic)":[122],"over":[124],"large":[125],"displays.":[127]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-31T07:56:22.981413","created_date":"2025-10-10T00:00:00"}
