{"id":"https://openalex.org/W4414464906","doi":"https://doi.org/10.1109/bmsb65076.2025.11165718","title":"Pixelating to the Edge: Generative AI Art on Edge Devices","display_name":"Pixelating to the Edge: Generative AI Art on Edge Devices","publication_year":2025,"publication_date":"2025-06-11","ids":{"openalex":"https://openalex.org/W4414464906","doi":"https://doi.org/10.1109/bmsb65076.2025.11165718"},"language":"en","primary_location":{"id":"doi:10.1109/bmsb65076.2025.11165718","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bmsb65076.2025.11165718","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB)","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/A5119715576","display_name":"Sonal Deepak Pardesi","orcid":null},"institutions":[{"id":"https://openalex.org/I104546213","display_name":"National College of Ireland","ror":"https://ror.org/02qzs9336","country_code":"IE","type":"education","lineage":["https://openalex.org/I104546213"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Sonal Deepak Pardesi","raw_affiliation_strings":["National College of Ireland,Dublin,Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National College of Ireland,Dublin,Ireland","institution_ids":["https://openalex.org/I104546213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076763328","display_name":"Cristina Hava Muntean","orcid":"https://orcid.org/0000-0001-5082-9253"},"institutions":[{"id":"https://openalex.org/I104546213","display_name":"National College of Ireland","ror":"https://ror.org/02qzs9336","country_code":"IE","type":"education","lineage":["https://openalex.org/I104546213"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Cristina Hava Muntean","raw_affiliation_strings":["National College of Ireland,Dublin,Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National College of Ireland,Dublin,Ireland","institution_ids":["https://openalex.org/I104546213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041345443","display_name":"Anderson Augusto Simiscuka","orcid":"https://orcid.org/0000-0002-0851-2452"},"institutions":[{"id":"https://openalex.org/I42934936","display_name":"Dublin City University","ror":"https://ror.org/04a1a1e81","country_code":"IE","type":"education","lineage":["https://openalex.org/I42934936"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Anderson Augusto Simiscuka","raw_affiliation_strings":["Dublin City University,Dublin,Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dublin City University,Dublin,Ireland","institution_ids":["https://openalex.org/I42934936"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.27269136,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10888","display_name":"Augmented Reality Applications","score":0.8468999862670898,"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/T10888","display_name":"Augmented Reality Applications","score":0.8468999862670898,"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/T11197","display_name":"Digital Games and Media","score":0.7324000000953674,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.784500002861023},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.6823999881744385},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5609999895095825},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.5090000033378601},{"id":"https://openalex.org/keywords/generative-design","display_name":"Generative Design","score":0.426800012588501},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4165000021457672},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.40070000290870667}],"concepts":[{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.784500002861023},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6832000017166138},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6823999881744385},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5609999895095825},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.531000018119812},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.5090000033378601},{"id":"https://openalex.org/C184408114","wikidata":"https://www.wikidata.org/wiki/Q1502022","display_name":"Generative Design","level":3,"score":0.426800012588501},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4223000109195709},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4165000021457672},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.40070000290870667},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.37310001254081726},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.358599990606308},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.35830000042915344},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.30000001192092896},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2840999960899353},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.28290000557899475},{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.27950000762939453},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2784999907016754},{"id":"https://openalex.org/C193536780","wikidata":"https://www.wikidata.org/wiki/Q1513153","display_name":"Edge detection","level":4,"score":0.25450000166893005}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/bmsb65076.2025.11165718","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bmsb65076.2025.11165718","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB)","raw_type":"proceedings-article"},{"id":"pmh:oai:doras.dcu.ie:31611","is_oa":false,"landing_page_url":"https://orcid.org/0000-0002-0851-2452>","pdf_url":null,"source":{"id":"https://openalex.org/S4306401511","display_name":"Dublin City University Open Access Institutional Repository (Dublin City University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I42934936","host_organization_name":"Dublin City University","host_organization_lineage":["https://openalex.org/I42934936"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Conference or Workshop Item"},{"id":"pmh:oai:norma.ncirl.ie:8864","is_oa":false,"landing_page_url":"https://norma.ncirl.ie/8864/","pdf_url":null,"source":{"id":"https://openalex.org/S7407055118","display_name":"NORMA","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":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Book Section"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334322","display_name":"HORIZON EUROPE Framework Programme","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2594717275","https://openalex.org/W2739371996","https://openalex.org/W3034664137","https://openalex.org/W3046095786","https://openalex.org/W3142864613","https://openalex.org/W4287847347","https://openalex.org/W4327643815","https://openalex.org/W4383427914","https://openalex.org/W4385245566","https://openalex.org/W4385399082","https://openalex.org/W4391468387","https://openalex.org/W4391664416"],"related_works":[],"abstract_inverted_index":{"Generative":[0],"AI":[1],"is":[2],"transforming":[3],"the":[4,22,72,125],"way":[5],"people":[6],"accomplish":[7],"tasks,":[8],"reshaping":[9],"numerous":[10],"industries":[11],"and":[12,51,70,103,146,170],"workflows.":[13],"In":[14,149],"this":[15],"study,":[16],"we":[17,98],"focus":[18],"on":[19,53],"one":[20],"of":[21,26,95],"most":[23],"popular":[24],"applications":[25],"generative":[27],"AI:":[28],"text-to-image":[29,46],"generation,":[30],"a":[31,133,141,159],"technology":[32],"that":[33,117],"gained":[34],"significant":[35,154],"attention":[36],"in":[37,77,132,136,144,162,168],"2021.":[38],"Despite":[39],"its":[40,61],"popularity,":[41],"even":[42],"after":[43],"three":[44],"years,":[45],"generation":[47],"remains":[48],"less":[49],"efficient":[50],"slower":[52],"edge":[54],"devices":[55],"like":[56],"mobile":[57],"phones":[58],"compared":[59],"to":[60,89,119,129,158],"web-based":[62],"counterparts.":[63],"This":[64],"research":[65],"investigates":[66],"various":[67],"model":[68],"variations":[69],"analyzes":[71],"factors":[73],"influencing":[74],"inference":[75,93,137],"speed":[76,94,163],"image":[78,112],"generation.":[79],"While":[80],"Mobile":[81],"Diffusion,":[82],"though":[83],"not":[84],"yet":[85],"commercially":[86],"available,":[87],"claims":[88],"achieve":[90],"an":[91],"impressive":[92],"0.02":[96],"seconds,":[97],"explore":[99],"whether":[100],"architectural":[101,151],"modifications":[102],"sampling":[104,120],"techniques":[105],"can":[106],"further":[107],"enhance":[108],"performance":[109],"without":[110],"compromising":[111],"quality.":[113],"Our":[114],"findings":[115],"indicate":[116],"adjustments":[118],"operations,":[121],"such":[122],"as":[123],"switching":[124],"scheduler":[126],"from":[127],"PNDMS":[128],"DDIM,":[130],"resulted":[131],"6.57%":[134],"increase":[135,161],"speed,":[138],"albeit":[139],"with":[140],"slight":[142],"degradation":[143],"FID":[145,169],"CLIP":[147,171],"scores.":[148,172],"contrast,":[150],"changes":[152],"yielded":[153],"improvements,":[155],"achieving":[156],"up":[157],"15.24%":[160],"while":[164],"maintaining":[165],"favorable":[166],"results":[167]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
