{"id":"https://openalex.org/W4389538447","doi":"https://doi.org/10.1109/embc40787.2023.10341053","title":"Self-Attention Based Vision Processing for Prosthetic Vision","display_name":"Self-Attention Based Vision Processing for Prosthetic Vision","publication_year":2023,"publication_date":"2023-07-24","ids":{"openalex":"https://openalex.org/W4389538447","doi":"https://doi.org/10.1109/embc40787.2023.10341053","pmid":"https://pubmed.ncbi.nlm.nih.gov/38083046"},"language":"en","primary_location":{"id":"doi:10.1109/embc40787.2023.10341053","doi":"https://doi.org/10.1109/embc40787.2023.10341053","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc40787.2023.10341053","pdf_url":null,"source":{"id":"https://openalex.org/S4363608786","display_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","issn_l":"2375-7477","issn":["2375-7477"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["doyens","jufo-1","ki-jl-1","medline","russia-white-list-3"],"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":"2023 45th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref","pubmed"],"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/A5077794334","display_name":"Jack White","orcid":"https://orcid.org/0000-0003-1273-1786","observed_orcids":["https://orcid.org/0000-0003-1273-1786"]},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jack White","raw_affiliation_strings":["Swinburne University of Technology,School of Science, Computing and Engineering Technologies,Melbourne,VIC,Australia,3122"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swinburne University of Technology,School of Science, Computing and Engineering Technologies,Melbourne,VIC,Australia,3122","institution_ids":["https://openalex.org/I57093077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054135227","display_name":"Jaime Ruiz-Serra","orcid":"https://orcid.org/0000-0002-0220-3253","observed_orcids":["https://orcid.org/0000-0002-0220-3253"]},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]},{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jaime Ruiz-Serra","raw_affiliation_strings":["Swinburne University of Technology,School of Science, Computing and Engineering Technologies,Melbourne,VIC,Australia,3122","Modelling and Simulation Research Group, School of Computer Science, The University of Sydney, Sydney, NSW, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swinburne University of Technology,School of Science, Computing and Engineering Technologies,Melbourne,VIC,Australia,3122","institution_ids":["https://openalex.org/I57093077"]},{"raw_affiliation_string":"Modelling and Simulation Research Group, School of Computer Science, The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002072511","display_name":"Stephen Petrie","orcid":"https://orcid.org/0000-0002-8773-516X","observed_orcids":["https://orcid.org/0000-0002-8773-516X"]},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Stephen Petrie","raw_affiliation_strings":["Swinburne University of Technology,Centre for Transformative Innovation,Melbourne,VIC,Australia,3122"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swinburne University of Technology,Centre for Transformative Innovation,Melbourne,VIC,Australia,3122","institution_ids":["https://openalex.org/I57093077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004404618","display_name":"Tatiana Kameneva","orcid":"https://orcid.org/0000-0003-0081-8569","observed_orcids":["https://orcid.org/0000-0003-0081-8569"]},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]},{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tatiana Kameneva","raw_affiliation_strings":["Swinburne University of Technology,School of Science, Computing and Engineering Technologies,Melbourne,VIC,Australia,3122","Department of Biomedical Engineering, University of Melbourne, Melbourne, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swinburne University of Technology,School of Science, Computing and Engineering Technologies,Melbourne,VIC,Australia,3122","institution_ids":["https://openalex.org/I57093077"]},{"raw_affiliation_string":"Department of Biomedical Engineering, University of Melbourne, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065533993","display_name":"Chris D. McCarthy","orcid":"https://orcid.org/0000-0003-3848-1631","observed_orcids":["https://orcid.org/0000-0003-3848-1631"]},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chris McCarthy","raw_affiliation_strings":["Swinburne University of Technology,School of Science, Computing and Engineering Technologies,Melbourne,VIC,Australia,3122"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swinburne University of Technology,School of Science, Computing and Engineering Technologies,Melbourne,VIC,Australia,3122","institution_ids":["https://openalex.org/I57093077"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.27,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.63624286,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":"2023","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.47510001063346863,"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":0.47510001063346863,"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/T10914","display_name":"Tactile and Sensory Interactions","score":0.11289999634027481,"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/T11605","display_name":"Visual Attention and Saliency Detection","score":0.08370000123977661,"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/self-attention-network","display_name":"self-attention network","score":0.8769999742507935},{"id":"https://openalex.org/keywords/prosthetic-vision","display_name":"prosthetic vision","score":0.9919999837875366},{"id":"https://openalex.org/keywords/visual-representation-learning","display_name":"visual representation learning","score":0.8859999775886536},{"id":"https://openalex.org/keywords/orientation-and-mobility","display_name":"orientation and mobility","score":0.8270000219345093},{"id":"https://openalex.org/keywords/explainability","display_name":"explainability","score":0.6729999780654907},{"id":"https://openalex.org/keywords/attention-maps","display_name":"attention maps","score":0.800000011920929},{"id":"https://openalex.org/keywords/scene-representation","display_name":"scene representation","score":0.5799999833106995},{"id":"https://openalex.org/keywords/visual-impairment","display_name":"visual impairment","score":0.33000001311302185}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.681496798992157},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6074917316436768},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6025620698928833},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5819085240364075},{"id":"https://openalex.org/C5339829","wikidata":"https://www.wikidata.org/wiki/Q1425977","display_name":"Machine vision","level":2,"score":0.550139844417572},{"id":"https://openalex.org/C16345878","wikidata":"https://www.wikidata.org/wiki/Q107472979","display_name":"Orientation (vector space)","level":2,"score":0.5379660129547119},{"id":"https://openalex.org/C2778251979","wikidata":"https://www.wikidata.org/wiki/Q7936617","display_name":"Visual processing","level":3,"score":0.5207740664482117},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.48816925287246704},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.46354883909225464},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.33286717534065247},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.21186396479606628},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.1453602910041809},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.11991795897483826},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08096131682395935},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014785","descriptor_name":"Vision, Ocular","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014796","descriptor_name":"Visual Perception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057488","descriptor_name":"Visual Prosthesis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc40787.2023.10341053","doi":"https://doi.org/10.1109/embc40787.2023.10341053","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc40787.2023.10341053","pdf_url":null,"source":{"id":"https://openalex.org/S4363608786","display_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","issn_l":"2375-7477","issn":["2375-7477"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["doyens","jufo-1","ki-jl-1","medline","russia-white-list-3"],"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":"2023 45th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:38083046","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38083046","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W31694560","https://openalex.org/W891451175","https://openalex.org/W1983506978","https://openalex.org/W2055767058","https://openalex.org/W2091865309","https://openalex.org/W2260756217","https://openalex.org/W2497309206","https://openalex.org/W2626778328","https://openalex.org/W2979370604","https://openalex.org/W3003581481","https://openalex.org/W3012502279","https://openalex.org/W3209088425","https://openalex.org/W3214944093","https://openalex.org/W6780225908","https://openalex.org/W6803138045"],"related_works":["https://openalex.org/W4392347629","https://openalex.org/W4404592225","https://openalex.org/W7138303799","https://openalex.org/W4214727024","https://openalex.org/W775224506","https://openalex.org/W3214944093","https://openalex.org/W1597606998","https://openalex.org/W2767602077","https://openalex.org/W2402056053","https://openalex.org/W4416962659"],"abstract_inverted_index":{"We":[0,79],"investigate":[1,80],"Self-Attention":[2],"(SA)":[3],"networks":[4],"for":[5,10,28,34,76,97,102],"directly":[6],"learning":[7,98],"visual":[8],"representations":[9,27],"prosthetic":[11,29,77,103],"vision.":[12,78,104],"Specifically,":[13],"we":[14,43],"explore":[15],"how":[16,45],"the":[17,32,46,61,84],"SA":[18],"mechanism":[19],"can":[20,53],"be":[21],"leveraged":[22],"to":[23,50,59],"produce":[24],"task-specific":[25],"scene":[26],"vision,":[30],"overcoming":[31],"need":[33],"explicit":[35],"hand-selection":[36],"of":[37,48,86],"learnt":[38,62],"features":[39],"and":[40,69,89,93],"post-processing.":[41],"Further,":[42],"demonstrate":[44,94],"mapping":[47],"importance":[49],"image":[51],"regions":[52],"serve":[54],"as":[55],"an":[56,87],"explainability":[57],"tool":[58],"analyse":[60],"vision":[63,99],"processing":[64,100],"behaviour,":[65],"providing":[66],"enhanced":[67],"validation":[68],"interpretation":[70],"capability":[71],"than":[72],"current":[73],"learning-based":[74],"methods":[75],"our":[81],"approach":[82],"in":[83],"context":[85],"orientation":[88],"mobility":[90],"(OM)":[91],"task,":[92],"its":[95],"feasibility":[96],"pipelines":[101]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2023-12-12T00:00:00"}
