{"id":"https://openalex.org/W4388286317","doi":"https://doi.org/10.1109/tip.2023.3328486","title":"Optimization-Inspired Learning With Architecture Augmentations and Control Mechanisms for Low-Level Vision","display_name":"Optimization-Inspired Learning With Architecture Augmentations and Control Mechanisms for Low-Level Vision","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4388286317","doi":"https://doi.org/10.1109/tip.2023.3328486","pmid":"https://pubmed.ncbi.nlm.nih.gov/37922167"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2023.3328486","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2023.3328486","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Image Processing","raw_type":"journal-article"},"type":"article","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/A5042370642","display_name":"Risheng Liu","orcid":"https://orcid.org/0000-0002-9554-0565"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Risheng Liu","raw_affiliation_strings":["Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province and the School of Software Technology, Dalian University of Technology, Dalian, China","DUT-RU International School of Information Science & Engineering and the Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, Dalian University of Technology, Dalian, China","PaZhou Laboratory, GuangZhou, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province and the School of Software Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"DUT-RU International School of Information Science & Engineering and the Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"PaZhou Laboratory, GuangZhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100380632","display_name":"Zhu Liu","orcid":"https://orcid.org/0000-0003-0975-2711"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhu Liu","raw_affiliation_strings":["Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province and the School of Software Technology, Dalian University of Technology, Dalian, China","DUT-RU International School of Information Science & Engineering and the Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, Dalian University of Technology, Dalian, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province and the School of Software Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"DUT-RU International School of Information Science & Engineering and the Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006040955","display_name":"Pan Mu","orcid":"https://orcid.org/0000-0002-5330-2673"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pan Mu","raw_affiliation_strings":["College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057776894","display_name":"Xin Fan","orcid":"https://orcid.org/0000-0002-8991-4188"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Fan","raw_affiliation_strings":["Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province and the School of Software Technology, Dalian University of Technology, Dalian, China","DUT-RU International School of Information Science & Engineering and the Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, Dalian University of Technology, Dalian, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province and the School of Software Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"DUT-RU International School of Information Science & Engineering and the Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045140275","display_name":"Zhongxuan Luo","orcid":"https://orcid.org/0000-0001-5997-2646"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongxuan Luo","raw_affiliation_strings":["Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province and the School of Software Technology, Dalian University of Technology, Dalian, China","DUT-RU International School of Information Science & Engineering and the Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, Dalian University of Technology, Dalian, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province and the School of Software Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"DUT-RU International School of Information Science & Engineering and the Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5042370642"],"corresponding_institution_ids":["https://openalex.org/I27357992"],"apc_list":null,"apc_paid":null,"fwci":0.8597,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.76010975,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"32","issue":null,"first_page":"6075","last_page":"6089"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","score":0.9997000098228455,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9997000098228455,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9994999766349792,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9988999962806702,"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/discriminative-model","display_name":"Discriminative model","score":0.7593045234680176},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7029238939285278},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5171484351158142},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4929811954498291},{"id":"https://openalex.org/keywords/generative-design","display_name":"Generative Design","score":0.49146997928619385},{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.4871203899383545},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.4615374505519867},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4564947187900543},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.4370255768299103},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.3924509882926941},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.34253889322280884},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.17883950471878052},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13137248158454895},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.111477792263031}],"concepts":[{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.7593045234680176},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7029238939285278},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5171484351158142},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4929811954498291},{"id":"https://openalex.org/C184408114","wikidata":"https://www.wikidata.org/wiki/Q1502022","display_name":"Generative Design","level":3,"score":0.49146997928619385},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.4871203899383545},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.4615374505519867},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4564947187900543},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.4370255768299103},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.3924509882926941},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.34253889322280884},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.17883950471878052},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13137248158454895},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.111477792263031},{"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/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2023.3328486","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2023.3328486","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Image Processing","raw_type":"journal-article"},{"id":"pmid:37922167","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37922167","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,"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":"IEEE transactions on image processing : a publication of the IEEE Signal Processing Society","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.7300000190734863,"id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G1817152434","display_name":null,"funder_award_id":"U22B2052","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":80,"referenced_works":["https://openalex.org/W764651262","https://openalex.org/W1513100184","https://openalex.org/W2032506791","https://openalex.org/W2047123483","https://openalex.org/W2061645416","https://openalex.org/W2078718577","https://openalex.org/W2100556411","https://openalex.org/W2121927366","https://openalex.org/W2130184048","https://openalex.org/W2132250001","https://openalex.org/W2138204001","https://openalex.org/W2141957843","https://openalex.org/W2147298660","https://openalex.org/W2172275395","https://openalex.org/W2184634347","https://openalex.org/W2548527721","https://openalex.org/W2613155248","https://openalex.org/W2740543610","https://openalex.org/W2759428153","https://openalex.org/W2776500869","https://openalex.org/W2784344583","https://openalex.org/W2785678896","https://openalex.org/W2884068670","https://openalex.org/W2909370557","https://openalex.org/W2949440985","https://openalex.org/W2949956859","https://openalex.org/W2951104886","https://openalex.org/W2955179830","https://openalex.org/W2963130865","https://openalex.org/W2963470893","https://openalex.org/W2963782415","https://openalex.org/W2963814976","https://openalex.org/W2964156315","https://openalex.org/W2980342893","https://openalex.org/W2996868574","https://openalex.org/W3003954661","https://openalex.org/W3034516944","https://openalex.org/W3035133372","https://openalex.org/W3035302306","https://openalex.org/W3035486430","https://openalex.org/W3035530631","https://openalex.org/W3093242897","https://openalex.org/W3099705112","https://openalex.org/W3101372274","https://openalex.org/W3110670586","https://openalex.org/W3131747507","https://openalex.org/W3133902371","https://openalex.org/W3141595720","https://openalex.org/W3167568784","https://openalex.org/W3183985701","https://openalex.org/W3209011223","https://openalex.org/W3212131794","https://openalex.org/W3214915128","https://openalex.org/W4205353149","https://openalex.org/W4225672218","https://openalex.org/W4226152953","https://openalex.org/W4226185636","https://openalex.org/W4229650096","https://openalex.org/W4280554994","https://openalex.org/W4301496368","https://openalex.org/W4303448774","https://openalex.org/W4312271024","https://openalex.org/W4312373367","https://openalex.org/W4312545227","https://openalex.org/W4312618423","https://openalex.org/W4312812783","https://openalex.org/W4312880823","https://openalex.org/W4312908055","https://openalex.org/W4313350256","https://openalex.org/W6658772490","https://openalex.org/W6681807782","https://openalex.org/W6686534882","https://openalex.org/W6734122017","https://openalex.org/W6748582592","https://openalex.org/W6752515464","https://openalex.org/W6762438721","https://openalex.org/W6785710124","https://openalex.org/W6790775169","https://openalex.org/W6804730961","https://openalex.org/W6846009724"],"related_works":["https://openalex.org/W2357124094","https://openalex.org/W2387399993","https://openalex.org/W2389739210","https://openalex.org/W2348924972","https://openalex.org/W2365736347","https://openalex.org/W2047454415","https://openalex.org/W2070040999","https://openalex.org/W2387293848","https://openalex.org/W2250140200","https://openalex.org/W1617617605"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"there":[3],"has":[4],"been":[5],"a":[6,36,62,87,102],"growing":[7],"interest":[8],"in":[9,101],"combining":[10],"learnable":[11],"modules":[12,118,175],"with":[13,77,111,125,168],"numerical":[14],"optimization":[15,82,123,144],"to":[16,30,41,67,119,164],"solve":[17,121],"low-level":[18,184],"vision":[19,185],"tasks.":[20],"However,":[21],"most":[22],"existing":[23],"approaches":[24],"focus":[25],"on":[26,106],"designing":[27],"specialized":[28],"schemes":[29],"generate":[31],"image/feature":[32],"propagation.":[33],"There":[34],"is":[35],"lack":[37],"of":[38,149,192],"unified":[39,63],"consideration":[40],"construct":[42,115],"propagative":[43,117],"modules,":[44],"provide":[45,134],"theoretical":[46,137,150],"analysis":[47],"tools,":[48],"and":[49,71,92,110,142,162,170,190],"design":[50,129],"effective":[51],"learning":[52,65],"mechanisms.":[53],"To":[54],"mitigate":[55],"the":[56,107,122,135,147,173,177,188],"above":[57],"issues,":[58],"this":[59],"paper":[60],"proposes":[61],"optimization-inspired":[64],"framework":[66],"aggregate":[68],"Generative,":[69],"Discriminative,":[70],"Corrective":[72],"(GDC":[73],"for":[74,80,139],"short)":[75],"principles":[76],"strong":[78],"generalization":[79],"diverse":[81,155],"models.":[83],"Specifically,":[84],"by":[85],"introducing":[86],"general":[88],"energy":[89],"minimization":[90],"model":[91],"formulating":[93],"its":[94],"descent":[95],"direction":[96],"from":[97],"different":[98],"viewpoints":[99],"(i.e.,":[100],"generative":[103],"manner,":[104],"based":[105],"discriminative":[108],"metric":[109],"optimality-based":[112],"correction),":[113],"we":[114,152],"three":[116],"effectively":[120],"models":[124],"flexible":[126],"combinations.":[127],"We":[128],"two":[130],"control":[131],"mechanisms":[132],"that":[133],"non-trivial":[136],"guarantees":[138],"both":[140],"fully-":[141],"partially-defined":[143],"formulations.":[145],"Under":[146],"support":[148],"guarantees,":[151],"can":[153],"introduce":[154],"architecture":[156],"augmentation":[157],"strategies":[158],"such":[159],"as":[160],"normalization":[161],"search":[163],"ensure":[165],"stable":[166],"propagation":[167,178],"convergence":[169],"seamlessly":[171],"integrate":[172],"suitable":[174],"into":[176],"respectively.":[179],"Extensive":[180],"experiments":[181],"across":[182],"varied":[183],"tasks":[186],"validate":[187],"efficacy":[189],"adaptability":[191],"GDC.":[193]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}