{"id":"https://openalex.org/W4391307465","doi":"https://doi.org/10.1109/smc53992.2023.10394255","title":"Decoding Illusion Perception: A Comparative Analysis of Deep Neural Networks in the M\u00fcller-Lyer Illusion","display_name":"Decoding Illusion Perception: A Comparative Analysis of Deep Neural Networks in the M\u00fcller-Lyer Illusion","publication_year":2023,"publication_date":"2023-10-01","ids":{"openalex":"https://openalex.org/W4391307465","doi":"https://doi.org/10.1109/smc53992.2023.10394255"},"language":"en","primary_location":{"id":"doi:10.1109/smc53992.2023.10394255","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc53992.2023.10394255","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","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/A5101902651","display_name":"Hongtao Zhang","orcid":"https://orcid.org/0000-0001-5699-9659"},"institutions":[{"id":"https://openalex.org/I35568498","display_name":"Kochi University of Technology","ror":"https://ror.org/00rghrr56","country_code":"JP","type":"education","lineage":["https://openalex.org/I35568498"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Hongtao Zhang","raw_affiliation_strings":["Graduate School of Engineering, Kochi University of Technology,Kochi,Japan","Graduate School of Engineering, Kochi University of Technology, Kochi, Japan"],"affiliations":[{"raw_affiliation_string":"Graduate School of Engineering, Kochi University of Technology,Kochi,Japan","institution_ids":["https://openalex.org/I35568498"]},{"raw_affiliation_string":"Graduate School of Engineering, Kochi University of Technology, Kochi, Japan","institution_ids":["https://openalex.org/I35568498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108562424","display_name":"Shin\ufffdichi Yoshida","orcid":null},"institutions":[{"id":"https://openalex.org/I35568498","display_name":"Kochi University of Technology","ror":"https://ror.org/00rghrr56","country_code":"JP","type":"education","lineage":["https://openalex.org/I35568498"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Shinichi Yoshida","raw_affiliation_strings":["School of Information, Kochi University of Technology,Kochi,Japan","School of Information, Kochi University of Technology, Kochi, Japan"],"affiliations":[{"raw_affiliation_string":"School of Information, Kochi University of Technology,Kochi,Japan","institution_ids":["https://openalex.org/I35568498"]},{"raw_affiliation_string":"School of Information, Kochi University of Technology, Kochi, Japan","institution_ids":["https://openalex.org/I35568498"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100332560","display_name":"Zhen Li","orcid":"https://orcid.org/0000-0001-8433-6393"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I4388482657","display_name":"Shenzhen MSU-BIT University","ror":"https://ror.org/02q963474","country_code":null,"type":"education","lineage":["https://openalex.org/I4388482657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Li","raw_affiliation_strings":["Shenzhen MSU-BIT University,Guangdong Laboratory of Machine Perception and Intelligent Computing,Shenzhen,China","Guangdong Laboratory of Machine Perception and Intelligent Computing, Shenzhen MSU-BIT University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen MSU-BIT University,Guangdong Laboratory of Machine Perception and Intelligent Computing,Shenzhen,China","institution_ids":["https://openalex.org/I180726961","https://openalex.org/I4388482657"]},{"raw_affiliation_string":"Guangdong Laboratory of Machine Perception and Intelligent Computing, Shenzhen MSU-BIT University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961","https://openalex.org/I4388482657"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5101902651"],"corresponding_institution_ids":["https://openalex.org/I35568498"],"apc_list":null,"apc_paid":null,"fwci":0.5431,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.65896566,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1898","last_page":"1903"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10427","display_name":"Visual perception and processing mechanisms","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10427","display_name":"Visual perception and processing mechanisms","score":0.9997000098228455,"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/T10581","display_name":"Neural dynamics and brain function","score":0.9842000007629395,"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":0.983299970626831,"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/illusion","display_name":"Illusion","score":0.7559295892715454},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6412782669067383},{"id":"https://openalex.org/keywords/visual-perception","display_name":"Visual perception","score":0.5812464356422424},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.5743798613548279},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5704271793365479},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5243183374404907},{"id":"https://openalex.org/keywords/visual-processing","display_name":"Visual processing","score":0.5201952457427979},{"id":"https://openalex.org/keywords/human-visual-system-model","display_name":"Human visual system model","score":0.416610985994339},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.23860061168670654},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.22820252180099487},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.145127534866333},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.0758761465549469}],"concepts":[{"id":"https://openalex.org/C184047640","wikidata":"https://www.wikidata.org/wiki/Q182593","display_name":"Illusion","level":2,"score":0.7559295892715454},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6412782669067383},{"id":"https://openalex.org/C178253425","wikidata":"https://www.wikidata.org/wiki/Q162668","display_name":"Visual perception","level":3,"score":0.5812464356422424},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.5743798613548279},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5704271793365479},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5243183374404907},{"id":"https://openalex.org/C2778251979","wikidata":"https://www.wikidata.org/wiki/Q7936617","display_name":"Visual processing","level":3,"score":0.5201952457427979},{"id":"https://openalex.org/C160086991","wikidata":"https://www.wikidata.org/wiki/Q5939193","display_name":"Human visual system model","level":3,"score":0.416610985994339},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.23860061168670654},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.22820252180099487},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.145127534866333},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0758761465549469}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc53992.2023.10394255","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc53992.2023.10394255","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.6600000262260437,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1603926364","https://openalex.org/W1686810756","https://openalex.org/W1964694219","https://openalex.org/W2160654481","https://openalex.org/W2194775991","https://openalex.org/W2343204383","https://openalex.org/W2549139847","https://openalex.org/W2618530766","https://openalex.org/W2790414966","https://openalex.org/W2793079288","https://openalex.org/W2793696519","https://openalex.org/W2892147425","https://openalex.org/W2915130814","https://openalex.org/W2942447383","https://openalex.org/W2962858109","https://openalex.org/W2963446712","https://openalex.org/W2970270402","https://openalex.org/W2970365306","https://openalex.org/W2972831213","https://openalex.org/W2979357328","https://openalex.org/W3016489761","https://openalex.org/W3083092310","https://openalex.org/W3138516171","https://openalex.org/W3193978033","https://openalex.org/W6637373629","https://openalex.org/W6687483927","https://openalex.org/W6754825039","https://openalex.org/W6762264681","https://openalex.org/W6762718338","https://openalex.org/W6767339049"],"related_works":["https://openalex.org/W2344612278","https://openalex.org/W2325226314","https://openalex.org/W2082554836","https://openalex.org/W2060191021","https://openalex.org/W2139003580","https://openalex.org/W2576620013","https://openalex.org/W2767536174","https://openalex.org/W2983684151","https://openalex.org/W2099247362","https://openalex.org/W2936229268"],"abstract_inverted_index":{"Visual":[0],"illusions,":[1],"as":[2],"powerful":[3],"tools":[4],"for":[5,67,159],"revealing":[6],"the":[7,27,37,45,48,73,95,146,152],"strategies":[8],"and":[9,63,107,136,149,156,166],"limitations":[10],"of":[11,29,47,60,91,145,151],"brain":[12],"visual":[13,50,54,61,127,154],"processing,":[14],"have":[15],"garnered":[16],"attention":[17],"in":[18,35,52,97,133,162],"neural":[19,32,81,113,122,168],"network":[20,82,114,169],"research.":[21],"This":[22],"study":[23],"aims":[24],"to":[25,84,88,111],"investigate":[26],"performance":[28],"various":[30],"deep":[31],"networks":[33,123],"(DNNs)":[34],"handling":[36],"M\u00fcller-Lyer":[38],"illusion":[39,128],"task,":[40],"thereby":[41],"providing":[42],"insights":[43,158],"into":[44],"mechanisms":[46,150],"brain's":[49,153],"system":[51,155],"processing":[53],"illusions.":[55],"We":[56],"adopted":[57],"two":[58],"types":[59],"stimuli":[62],"recruited":[64],"12":[65],"participants":[66],"a":[68,142],"length-matching":[69],"task.":[70],"Based":[71],"on":[72],"participants'":[74],"perceptual":[75],"data,":[76],"we":[77,100],"employed":[78,101],"multiple":[79],"classical":[80],"models":[83],"test":[85],"their":[86],"responses":[87],"each":[89],"type":[90],"stimuli.":[92],"To":[93],"analyze":[94],"differences":[96,132],"model":[98],"performance,":[99],"representational":[102,134],"dissimilarity":[103],"matrices":[104],"(RDM)":[105],"analysis":[106],"utilized":[108],"Grad-CAM":[109],"techniques":[110],"visualize":[112],"activation":[115],"maps.":[116],"The":[117],"results":[118],"revealed":[119],"that":[120],"some":[121],"could":[124],"simulate":[125],"human":[126],"phenomena":[129],"but":[130],"exhibit":[131],"similarity":[135],"feature":[137],"preferences.":[138],"These":[139],"findings":[140],"provide":[141],"preliminary":[143],"understanding":[144],"computational":[147],"principles":[148],"offer":[157],"future":[160],"research":[161],"building":[163],"more":[164],"robust":[165],"efficient":[167],"models.":[170]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}