{"id":"https://openalex.org/W4411472203","doi":"https://doi.org/10.1109/access.2025.3581919","title":"Beyond Performance: Designing a Super-Resolution Architecture Search Space and a Hybrid Multi-Objective Approach for Neural Architecture Optimization","display_name":"Beyond Performance: Designing a Super-Resolution Architecture Search Space and a Hybrid Multi-Objective Approach for Neural Architecture Optimization","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4411472203","doi":"https://doi.org/10.1109/access.2025.3581919"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3581919","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3581919","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3581919","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050360708","display_name":"Jes\u00fas L. Llano Garc\u00eda","orcid":"https://orcid.org/0000-0002-8561-9886"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Jes\u00fas Leopoldo Llano Garc\u00eda","raw_affiliation_strings":["School of Engineering and Sciences, Tecnológico de Monterrey, Ciudad López Mateos, Mexico"],"raw_orcid":"https://orcid.org/0000-0002-8561-9886","affiliations":[{"raw_affiliation_string":"School of Engineering and Sciences, Tecnológico de Monterrey, Ciudad López Mateos, Mexico","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045469910","display_name":"Ra\u00fal Monroy","orcid":"https://orcid.org/0000-0002-3465-995X"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Ra\u00fal Monroy","raw_affiliation_strings":["School of Engineering and Sciences, Tecnológico de Monterrey, Ciudad López Mateos, Mexico"],"raw_orcid":"https://orcid.org/0000-0002-3465-995X","affiliations":[{"raw_affiliation_string":"School of Engineering and Sciences, Tecnológico de Monterrey, Ciudad López Mateos, Mexico","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014177042","display_name":"V\u00edctor Adri\u00e1n Sosa Hern\u00e1ndez","orcid":"https://orcid.org/0000-0002-1099-8148"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"V\u00edctor Adri\u00e1n Sosa Hern\u00e1ndez","raw_affiliation_strings":["School of Engineering and Sciences, Tecnológico de Monterrey, Ciudad López Mateos, Mexico"],"raw_orcid":"https://orcid.org/0000-0002-1099-8148","affiliations":[{"raw_affiliation_string":"School of Engineering and Sciences, Tecnológico de Monterrey, Ciudad López Mateos, Mexico","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088394271","display_name":"Kalyanmoy Deb","orcid":"https://orcid.org/0000-0001-7402-9939"},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kalyanmoy Deb","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Michigan State University, East Lansing, MI, USA"],"raw_orcid":"https://orcid.org/0000-0001-7402-9939","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Michigan State University, East Lansing, MI, USA","institution_ids":["https://openalex.org/I87216513"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.5311,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.8301454,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"13","issue":null,"first_page":"107187","last_page":"107203"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9995999932289124,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9995999932289124,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9962999820709229,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.7482243776321411},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7392880916595459},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.6137125492095947},{"id":"https://openalex.org/keywords/space-based-architecture","display_name":"Space-based architecture","score":0.43331629037857056},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.43033531308174133},{"id":"https://openalex.org/keywords/applications-architecture","display_name":"Applications architecture","score":0.3943394422531128},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3201959431171417},{"id":"https://openalex.org/keywords/software-architecture","display_name":"Software architecture","score":0.23052823543548584},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.07185271382331848}],"concepts":[{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.7482243776321411},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7392880916595459},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.6137125492095947},{"id":"https://openalex.org/C55627697","wikidata":"https://www.wikidata.org/wiki/Q7572175","display_name":"Space-based architecture","level":5,"score":0.43331629037857056},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.43033531308174133},{"id":"https://openalex.org/C41065761","wikidata":"https://www.wikidata.org/wiki/Q2193309","display_name":"Applications architecture","level":4,"score":0.3943394422531128},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3201959431171417},{"id":"https://openalex.org/C35869016","wikidata":"https://www.wikidata.org/wiki/Q846636","display_name":"Software architecture","level":3,"score":0.23052823543548584},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.07185271382331848},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3581919","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3581919","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:90bd257b52584392b5096dd9963fdde3","is_oa":true,"landing_page_url":"https://doaj.org/article/90bd257b52584392b5096dd9963fdde3","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 107187-107203 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3581919","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3581919","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3025746227","display_name":null,"funder_award_id":"CF-2023-I-801","funder_id":"https://openalex.org/F4320327756","funder_display_name":"National University of Science and Technology"}],"funders":[{"id":"https://openalex.org/F4320327756","display_name":"National University of Science and Technology","ror":"https://ror.org/019vsm959"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W98955034","https://openalex.org/W1791560514","https://openalex.org/W1885185971","https://openalex.org/W1930824406","https://openalex.org/W2022485595","https://openalex.org/W2047920195","https://openalex.org/W2085507535","https://openalex.org/W2121927366","https://openalex.org/W2126105956","https://openalex.org/W2141426250","https://openalex.org/W2194775991","https://openalex.org/W2236499470","https://openalex.org/W2476548250","https://openalex.org/W2567643604","https://openalex.org/W2736201531","https://openalex.org/W2741137940","https://openalex.org/W2778749116","https://openalex.org/W2807313858","https://openalex.org/W2892633656","https://openalex.org/W2894740066","https://openalex.org/W2914037680","https://openalex.org/W2943530662","https://openalex.org/W2946547492","https://openalex.org/W2951104886","https://openalex.org/W2953604046","https://openalex.org/W2963163009","https://openalex.org/W2963821229","https://openalex.org/W2964081807","https://openalex.org/W2965658867","https://openalex.org/W2967733054","https://openalex.org/W2975267079","https://openalex.org/W2979122372","https://openalex.org/W2997884640","https://openalex.org/W3005842225","https://openalex.org/W3012084003","https://openalex.org/W3013529009","https://openalex.org/W3096533519","https://openalex.org/W3105260381","https://openalex.org/W3117702776","https://openalex.org/W3121924028","https://openalex.org/W3129158555","https://openalex.org/W3159937784","https://openalex.org/W3161570989","https://openalex.org/W3163767593","https://openalex.org/W4206781258","https://openalex.org/W4210528687","https://openalex.org/W4226413267","https://openalex.org/W4294991662","https://openalex.org/W4312395522","https://openalex.org/W4384024097","https://openalex.org/W4388451824","https://openalex.org/W4390190539","https://openalex.org/W4390452744","https://openalex.org/W4391917275","https://openalex.org/W4392552296","https://openalex.org/W4392666373","https://openalex.org/W4396523227","https://openalex.org/W4402128258","https://openalex.org/W4404667093","https://openalex.org/W6749346261","https://openalex.org/W6752515464","https://openalex.org/W6752812857","https://openalex.org/W6753303928","https://openalex.org/W6755166560","https://openalex.org/W6756887525","https://openalex.org/W6758222532","https://openalex.org/W6760307695","https://openalex.org/W6762718338","https://openalex.org/W6767757708","https://openalex.org/W6772027524","https://openalex.org/W6779460946","https://openalex.org/W6785710124","https://openalex.org/W6788713141","https://openalex.org/W6793164127"],"related_works":["https://openalex.org/W590712855","https://openalex.org/W2038503502","https://openalex.org/W2742781925","https://openalex.org/W4289655526","https://openalex.org/W2384305342","https://openalex.org/W1985747777","https://openalex.org/W2385241359","https://openalex.org/W1526081277","https://openalex.org/W1912498744","https://openalex.org/W1979716366"],"abstract_inverted_index":{"Multi-objective":[0],"neural":[1],"architecture":[2],"search":[3,35,62,113],"(NAS)":[4],"for":[5],"super-resolution":[6],"image":[7],"restoration":[8],"(SRIR)":[9],"targets":[10],"models":[11,132],"that":[12,22,43,85,97,108],"simultaneously":[13],"deliver":[14],"high-fidelity":[15],"reconstructions":[16],"and":[17,63,93,103,116,141,153],"respect":[18],"strict":[19],"computational":[20],"budgets\u2014requirements":[21],"single-objective":[23],"searches":[24],"routinely":[25],"overlook.":[26],"In":[27],"response,":[28],"we":[29],"introduce":[30],"BASS,":[31],"a":[32,39,67,82,151],"versatile":[33],"multi-branch":[34],"space,":[36],"together":[37],"with":[38,48,58,111],"hybrid":[40],"optimisation":[41],"framework":[42],"couples":[44],"NSGA-III\u2019s":[45],"global":[46],"exploration":[47],"fine-grained":[49],"local":[50,53,112],"search.":[51],"The":[52,129],"phase":[54],"is":[55],"preliminarily":[56],"instantiated":[57],"hill":[59],"climbing,":[60],"tabu":[61],"simulated":[64],"annealing,":[65],"enabling":[66],"systematic":[68],"comparison":[69],"of":[70],"their":[71],"ability":[72],"to":[73],"refine":[74],"candidate":[75],"architectures.":[76],"We":[77],"cast":[78],"the":[79,121,125],"task":[80],"as":[81],"tri-objective":[83],"problem":[84],"maximises":[86],"predicted":[87],"PSNR":[88],"while":[89,145],"minimising":[90],"floating-point":[91],"operations":[92],"parameter":[94],"count,":[95],"ensuring":[96],"discovered":[98],"networks":[99],"remain":[100],"both":[101],"accurate":[102],"efficient.":[104],"Extensive":[105],"experiments":[106],"show":[107],"hybridising":[109],"NSGA-III":[110],"accelerates":[114],"convergence":[115],"consistently":[117],"yields":[118],"superior":[119],"architectures;":[120],"hill-climbing":[122],"variant":[123],"offers":[124],"best":[126],"overall":[127],"trade-off.":[128],"resulting":[130],"BASSN":[131],"attain":[133],"competitive":[134],"peak":[135],"signal-to-noise":[136],"ratios":[137],"across":[138],"\u00d72,":[139],"\u00d73":[140],"\u00d74":[142],"upscaling":[143],"factors":[144],"fitting":[146],"diverse":[147],"resource":[148],"envelopes,":[149],"providing":[150],"practical":[152],"scalable":[154],"route":[155],"toward":[156],"deployable":[157],"SRIR":[158],"solutions.":[159]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}