{"id":"https://openalex.org/W4385488438","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191500","title":"GEMM: A Graph Embedded Model for Memorability Prediction","display_name":"GEMM: A Graph Embedded Model for Memorability Prediction","publication_year":2023,"publication_date":"2023-06-18","ids":{"openalex":"https://openalex.org/W4385488438","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191500"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn54540.2023.10191500","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn54540.2023.10191500","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5092582425","display_name":"Tahsin Tariq Banna","orcid":null},"institutions":[{"id":"https://openalex.org/I205746353","display_name":"University of Dhaka","ror":"https://ror.org/05wv2vq37","country_code":"BD","type":"education","lineage":["https://openalex.org/I205746353"]},{"id":"https://openalex.org/I4210116723","display_name":"Robotics Research (United States)","ror":"https://ror.org/020w2fr77","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116723"]}],"countries":["BD","US"],"is_corresponding":false,"raw_author_name":"Tahsin Tariq Banna","raw_affiliation_strings":["University of Dhaka,Department of Robotics and Mechatrionics Engineering,Bangladesh","Department of Robotics and Mechatrionics Engineering, University of Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Dhaka,Department of Robotics and Mechatrionics Engineering,Bangladesh","institution_ids":["https://openalex.org/I4210116723"]},{"raw_affiliation_string":"Department of Robotics and Mechatrionics Engineering, University of Dhaka, Bangladesh","institution_ids":["https://openalex.org/I205746353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051157079","display_name":"Swakshar Deb","orcid":"https://orcid.org/0000-0001-5847-248X"},"institutions":[{"id":"https://openalex.org/I205746353","display_name":"University of Dhaka","ror":"https://ror.org/05wv2vq37","country_code":"BD","type":"education","lineage":["https://openalex.org/I205746353"]},{"id":"https://openalex.org/I4210116723","display_name":"Robotics Research (United States)","ror":"https://ror.org/020w2fr77","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116723"]}],"countries":["BD","US"],"is_corresponding":false,"raw_author_name":"Swakshar Deb","raw_affiliation_strings":["University of Dhaka,Department of Robotics and Mechatrionics Engineering,Bangladesh","Department of Robotics and Mechatrionics Engineering, University of Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Dhaka,Department of Robotics and Mechatrionics Engineering,Bangladesh","institution_ids":["https://openalex.org/I4210116723"]},{"raw_affiliation_string":"Department of Robotics and Mechatrionics Engineering, University of Dhaka, Bangladesh","institution_ids":["https://openalex.org/I205746353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078715775","display_name":"Sejuti Rahman","orcid":"https://orcid.org/0000-0001-6226-2434"},"institutions":[{"id":"https://openalex.org/I157386601","display_name":"North South University","ror":"https://ror.org/05wdbfp45","country_code":"BD","type":"education","lineage":["https://openalex.org/I157386601"]},{"id":"https://openalex.org/I205746353","display_name":"University of Dhaka","ror":"https://ror.org/05wv2vq37","country_code":"BD","type":"education","lineage":["https://openalex.org/I205746353"]},{"id":"https://openalex.org/I4210116723","display_name":"Robotics Research (United States)","ror":"https://ror.org/020w2fr77","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116723"]}],"countries":["BD","US"],"is_corresponding":false,"raw_author_name":"Sejuti Rahman","raw_affiliation_strings":["North South University,Department of Electrical and Computer Engineering,Dhaka,Bangladesh","University of Dhaka,Department of Robotics and Mechatrionics Engineering,Bangladesh","Department of Robotics and Mechatrionics Engineering, University of Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North South University,Department of Electrical and Computer Engineering,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I157386601"]},{"raw_affiliation_string":"University of Dhaka,Department of Robotics and Mechatrionics Engineering,Bangladesh","institution_ids":["https://openalex.org/I4210116723"]},{"raw_affiliation_string":"Department of Robotics and Mechatrionics Engineering, University of Dhaka, Bangladesh","institution_ids":["https://openalex.org/I205746353"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007895165","display_name":"Shafin Rahman","orcid":"https://orcid.org/0000-0001-7169-0318"},"institutions":[{"id":"https://openalex.org/I157386601","display_name":"North South University","ror":"https://ror.org/05wdbfp45","country_code":"BD","type":"education","lineage":["https://openalex.org/I157386601"]},{"id":"https://openalex.org/I4210116723","display_name":"Robotics Research (United States)","ror":"https://ror.org/020w2fr77","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116723"]}],"countries":["BD","US"],"is_corresponding":false,"raw_author_name":"Shafin Rahman","raw_affiliation_strings":["North South University,Department of Electrical and Computer Engineering,Dhaka,Bangladesh","University of Dhaka,Department of Robotics and Mechatrionics Engineering,Bangladesh","Department of Electrical and Computer Engineering, North South University, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North South University,Department of Electrical and Computer Engineering,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I157386601"]},{"raw_affiliation_string":"University of Dhaka,Department of Robotics and Mechatrionics Engineering,Bangladesh","institution_ids":["https://openalex.org/I4210116723"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, North South University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I157386601"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"abs 1609 2907","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9998999834060669,"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/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9998999834060669,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9951000213623047,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9944999814033508,"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/computer-science","display_name":"Computer science","score":0.782828688621521},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.6698334217071533},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.44865792989730835},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43823644518852234},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4353885054588318},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.373543918132782},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35270828008651733}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.782828688621521},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.6698334217071533},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.44865792989730835},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43823644518852234},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4353885054588318},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.373543918132782},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35270828008651733}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn54540.2023.10191500","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn54540.2023.10191500","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W1093701151","https://openalex.org/W1510835000","https://openalex.org/W1566135517","https://openalex.org/W1924770834","https://openalex.org/W2003856922","https://openalex.org/W2009627211","https://openalex.org/W2013643315","https://openalex.org/W2017814585","https://openalex.org/W2019524107","https://openalex.org/W2039355801","https://openalex.org/W2063794147","https://openalex.org/W2064675550","https://openalex.org/W2078566374","https://openalex.org/W2078807908","https://openalex.org/W2097430540","https://openalex.org/W2098411764","https://openalex.org/W2117539524","https://openalex.org/W2123020895","https://openalex.org/W2138769072","https://openalex.org/W2144502914","https://openalex.org/W2155803963","https://openalex.org/W2158155099","https://openalex.org/W2161502316","https://openalex.org/W2161969291","https://openalex.org/W2162915993","https://openalex.org/W2168356304","https://openalex.org/W2194775991","https://openalex.org/W2203368333","https://openalex.org/W2219771564","https://openalex.org/W2293142698","https://openalex.org/W2302255633","https://openalex.org/W2526640289","https://openalex.org/W2618530766","https://openalex.org/W2801908857","https://openalex.org/W2810463157","https://openalex.org/W2963352597","https://openalex.org/W2964015378","https://openalex.org/W2971480882","https://openalex.org/W4297733535","https://openalex.org/W4385245566","https://openalex.org/W6640212811","https://openalex.org/W6678463710","https://openalex.org/W6698183232","https://openalex.org/W6726873649","https://openalex.org/W6735463952","https://openalex.org/W6739901393"],"related_works":["https://openalex.org/W2052899165","https://openalex.org/W2008562718","https://openalex.org/W1495971547","https://openalex.org/W2067604523","https://openalex.org/W2602089430","https://openalex.org/W2154510413","https://openalex.org/W2386935432","https://openalex.org/W4389155839","https://openalex.org/W2356761302","https://openalex.org/W2073845685"],"abstract_inverted_index":{"The":[0,59,103,159],"focus":[1],"of":[2,76,155,196],"this":[3],"study":[4],"is":[5,83,161],"to":[6,14,29,55,124,132,218],"predict":[7],"human":[8],"memorability":[9],"-":[10],"a":[11,192,213],"person's":[12],"ability":[13],"remember":[15],"previously":[16],"seen":[17],"images":[18,64],"or":[19,180],"objects.":[20,126],"Although":[21,172],"recent":[22],"works":[23],"have":[24],"employed":[25],"deep":[26,68],"learning-based":[27],"approaches":[28],"address":[30],"the":[31,41,57,63,73,77,99,108,111,114,118,121,125,146,149,152,156,165,183,207,219],"problem,":[32],"they":[33],"do":[34],"not":[35],"utilize":[36],"spatial":[37,122],"structural":[38,74,90],"information":[39,75],"within":[40,62,110],"images.":[42],"This":[43,210],"work":[44],"investigates":[45],"Graph":[46,51,136],"Convolutional":[47],"Networks":[48,53],"(GCNs)":[49],"and":[50,85,95,113,169,204],"Attention":[52],"(GATs)":[54],"approach":[56],"problem.":[58],"object-centric":[60],"features":[61],"are":[65,130],"extracted":[66],"using":[67],"CNN-based":[69],"models,":[70],"which":[71,141],"contain":[72],"image.":[78],"A":[79],"generic":[80],"baseline":[81,147],"model":[82,160,185,211],"created":[84],"improved":[86],"upon":[87],"iteratively":[88],"through":[89],"data":[91],"by":[92],"constructing":[93],"graphs":[94],"attention":[96,150],"mechanisms":[97],"on":[98,164,178,198,201,206],"graph":[100,105,128,157],"edge":[101,115,153],"connections.":[102],"constructed":[104],"nodes":[106,119],"represent":[107,120],"objects":[109],"image,":[112],"connections":[116,154],"between":[117],"relation":[123],"These":[127],"embeddings":[129],"used":[131],"train":[133],"our":[134],"proposed":[135,184],"Embedded":[137],"Memorability":[138],"Model":[139],"(GEMM),":[140],"shows":[142],"significant":[143],"improvements":[144],"from":[145],"as":[148],"improves":[151],"nodes.":[158],"then":[162],"evaluated":[163],"LaMem,":[166,199],"SUN":[167,202],"memorability,":[168,203],"FIGRIM":[170,208],"datasets.":[171],"existing":[173,220],"state-of-the-art":[174,215],"models":[175],"perform":[176],"well":[177],"one":[179],"two":[181],"datasets,":[182],"generalizes":[186],"over":[187],"all":[188],"three":[189],"datasets":[190],"with":[191],"Spearman's":[193],"rank":[194],"correlation":[195],"0.71":[197],"0.69":[200],"0.59":[205],"dataset.":[209],"achieves":[212],"new":[214],"performance":[216],"compared":[217],"literature.":[221]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}