{"id":"https://openalex.org/W4312464918","doi":"https://doi.org/10.1109/tmm.2022.3216746","title":"Multimodal Core Tensor Factorization and its Applications to Low-Rank Tensor Completion","display_name":"Multimodal Core Tensor Factorization and its Applications to Low-Rank Tensor Completion","publication_year":2022,"publication_date":"2022-11-03","ids":{"openalex":"https://openalex.org/W4312464918","doi":"https://doi.org/10.1109/tmm.2022.3216746"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2022.3216746","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2022.3216746","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://biblio.ugent.be/publication/8771681/file/01GY76CN4JQGC2WTGQ3S1G72ZJ.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020975557","display_name":"Haijin Zeng","orcid":"https://orcid.org/0000-0003-0398-3316"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Haijin Zeng","raw_affiliation_strings":["Image Processing and Interpretation IMEC Research Group, Ghent University, Ghent, Belgium"],"raw_orcid":"https://orcid.org/0000-0003-0398-3316","affiliations":[{"raw_affiliation_string":"Image Processing and Interpretation IMEC Research Group, Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024046803","display_name":"Jize Xue","orcid":"https://orcid.org/0000-0003-2451-7445"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Jize Xue","raw_affiliation_strings":["Image Processing and Interpretation IMEC Research Group, Ghent University, Ghent, Belgium"],"raw_orcid":"https://orcid.org/0000-0003-2451-7445","affiliations":[{"raw_affiliation_string":"Image Processing and Interpretation IMEC Research Group, Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076302373","display_name":"Hi\u00eap Luong","orcid":"https://orcid.org/0000-0002-6246-5538"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Hi\u00eap Q. Luong","raw_affiliation_strings":["Image Processing and Interpretation IMEC Research Group, Ghent University, Ghent, Belgium"],"raw_orcid":"https://orcid.org/0000-0002-6246-5538","affiliations":[{"raw_affiliation_string":"Image Processing and Interpretation IMEC Research Group, Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071483672","display_name":"Wilfried Philips","orcid":"https://orcid.org/0000-0003-4456-4353"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Wilfried Philips","raw_affiliation_strings":["Image Processing and Interpretation IMEC Research Group, Ghent University, Ghent, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Image Processing and Interpretation IMEC Research Group, Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I32597200"],"apc_list":null,"apc_paid":null,"fwci":3.0171,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.9273183,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"25","issue":null,"first_page":"7010","last_page":"7024"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12303","display_name":"Tensor decomposition and applications","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2605","display_name":"Computational Mathematics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12303","display_name":"Tensor decomposition and applications","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2605","display_name":"Computational Mathematics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.9041000008583069,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7185945510864258},{"id":"https://openalex.org/keywords/tensor","display_name":"Tensor (intrinsic definition)","score":0.6555119752883911},{"id":"https://openalex.org/keywords/core","display_name":"Core (optical fiber)","score":0.4453139901161194},{"id":"https://openalex.org/keywords/factorization","display_name":"Factorization","score":0.4301258325576782},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3208445906639099},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.20014241337776184},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17954248189926147},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.076138436794281}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7185945510864258},{"id":"https://openalex.org/C155281189","wikidata":"https://www.wikidata.org/wiki/Q3518150","display_name":"Tensor (intrinsic definition)","level":2,"score":0.6555119752883911},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.4453139901161194},{"id":"https://openalex.org/C187834632","wikidata":"https://www.wikidata.org/wiki/Q188804","display_name":"Factorization","level":2,"score":0.4301258325576782},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3208445906639099},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.20014241337776184},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17954248189926147},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.076138436794281},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tmm.2022.3216746","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2022.3216746","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","raw_type":"journal-article"},{"id":"pmh:oai:archive.ugent.be:8771681","is_oa":true,"landing_page_url":"http://hdl.handle.net/1854/LU-8771681","pdf_url":"https://biblio.ugent.be/publication/8771681/file/01GY76CN4JQGC2WTGQ3S1G72ZJ.pdf","source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISSN: 1941-0077","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:archive.ugent.be:8771681","is_oa":true,"landing_page_url":"http://hdl.handle.net/1854/LU-8771681","pdf_url":"https://biblio.ugent.be/publication/8771681/file/01GY76CN4JQGC2WTGQ3S1G72ZJ.pdf","source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISSN: 1941-0077","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8798709861","display_name":null,"funder_award_id":"202106300021","funder_id":"https://openalex.org/F4320322725","funder_display_name":"China Scholarship Council"}],"funders":[{"id":"https://openalex.org/F4320322725","display_name":"China Scholarship Council","ror":"https://ror.org/04atp4p48"},{"id":"https://openalex.org/F4320327336","display_name":"Vlaamse regering","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4312464918.pdf","grobid_xml":"https://content.openalex.org/works/W4312464918.grobid-xml"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W1476376401","https://openalex.org/W1680583314","https://openalex.org/W1963826206","https://openalex.org/W1974403130","https://openalex.org/W1992426838","https://openalex.org/W1993482030","https://openalex.org/W2021347102","https://openalex.org/W2024165284","https://openalex.org/W2031906930","https://openalex.org/W2038891887","https://openalex.org/W2048695508","https://openalex.org/W2050968963","https://openalex.org/W2060204507","https://openalex.org/W2091449379","https://openalex.org/W2106221905","https://openalex.org/W2114770744","https://openalex.org/W2119412403","https://openalex.org/W2124584309","https://openalex.org/W2133665775","https://openalex.org/W2141983208","https://openalex.org/W2145962650","https://openalex.org/W2162491638","https://openalex.org/W2255036043","https://openalex.org/W2522038268","https://openalex.org/W2528170672","https://openalex.org/W2547812180","https://openalex.org/W2565835729","https://openalex.org/W2743606449","https://openalex.org/W2762772695","https://openalex.org/W2768345624","https://openalex.org/W2787953863","https://openalex.org/W2913935587","https://openalex.org/W2941769495","https://openalex.org/W2962708900","https://openalex.org/W2963107235","https://openalex.org/W2963328634","https://openalex.org/W2963885538","https://openalex.org/W2964179170","https://openalex.org/W2964214749","https://openalex.org/W2972366341","https://openalex.org/W2983762999","https://openalex.org/W2997965215","https://openalex.org/W2998656915","https://openalex.org/W3011448478","https://openalex.org/W3017008641","https://openalex.org/W3031730338","https://openalex.org/W3033491711","https://openalex.org/W3035318978","https://openalex.org/W3098683815","https://openalex.org/W3122656765","https://openalex.org/W3171243408","https://openalex.org/W3173675588","https://openalex.org/W3177644712","https://openalex.org/W3179808591","https://openalex.org/W3200696353","https://openalex.org/W3202984956","https://openalex.org/W4226154934","https://openalex.org/W6776252087"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Low-rank":[0],"tensor":[1,20,27,132],"completion":[2,145],"has":[3],"been":[4],"widely":[5],"used":[6],"in":[7,63],"computer":[8],"vision":[9],"and":[10,30,52,54,66,85,90,143],"machine":[11],"learning.":[12],"This":[13,121],"paper":[14],"develops":[15],"a":[16,26,31],"novel":[17],"multimodal":[18],"core":[19],"factorization":[21],"(MCTF)":[22],"method":[23],"combined":[24],"with":[25],"low-rankness":[28,62],"measure":[29,38],"better":[32],"nonconvex":[33],"relaxation":[34],"form":[35],"of":[36,71,118,136,150],"this":[37],"(NC-MCTF).":[39],"The":[40],"proposed":[41,112,152],"models":[42,113],"encode":[43],"low-rank":[44,73],"insights":[45],"for":[46],"general":[47],"tensors":[48],"provided":[49],"by":[50,110],"Tucker":[51],"T-SVD":[53],"thus":[55],"are":[56],"expected":[57],"to":[58,100,115,127],"simultaneously":[59],"model":[60],"spectral":[61],"multiple":[64],"orientations":[65],"accurately":[67],"restore":[68],"the":[69,83,107,111,116,147,151],"data":[70],"intrinsic":[72],"structure":[74],"based":[75],"on":[76],"few":[77],"observed":[78],"entries.":[79],"Furthermore,":[80],"we":[81,104],"study":[82],"MCTF":[84,126],"NC-MCTF":[86],"regularization":[87],"minimization":[88,97],"problem":[89],"design":[91],"an":[92],"effective":[93],"block":[94],"successive":[95],"upper-bound":[96],"(BSUM)":[98],"algorithm":[99],"solve":[101],"them.":[102],"Theoretically,":[103],"prove":[105],"that":[106],"iterates":[108],"generated":[109],"converge":[114],"set":[117],"coordinatewise":[119],"minimizers.":[120],"efficient":[122],"solver":[123],"can":[124],"extend":[125],"various":[128],"tasks":[129],"such":[130],"as":[131],"completion.":[133],"A":[134],"series":[135],"experiments":[137],"including":[138],"hyperspectral":[139],"image":[140],"(HSI),":[141],"video":[142],"MRI":[144],"confirm":[146],"superior":[148],"performance":[149],"method.":[153]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
