{"id":"https://openalex.org/W4413967397","doi":"https://doi.org/10.26599/cvm.2025.9450502","title":"Spatiotemporal Fusion Transformer for Video Demoir\u00e9ing","display_name":"Spatiotemporal Fusion Transformer for Video Demoir\u00e9ing","publication_year":2025,"publication_date":"2025-08-01","ids":{"openalex":"https://openalex.org/W4413967397","doi":"https://doi.org/10.26599/cvm.2025.9450502"},"language":"en","primary_location":{"id":"doi:10.26599/cvm.2025.9450502","is_oa":true,"landing_page_url":"https://doi.org/10.26599/cvm.2025.9450502","pdf_url":null,"source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Visual Media","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.26599/cvm.2025.9450502","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100751206","display_name":"Jiwei Wang","orcid":"https://orcid.org/0000-0002-1894-0573"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ji-Wei Wang","raw_affiliation_strings":["School of Mathematical Sciences, University of Chinese Academy of Sciences,Beijing,China,100049","School of Mathematical Sciences, University of Chinese Academy of Sciences, Beijing 100049, China"],"affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences, University of Chinese Academy of Sciences,Beijing,China,100049","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"School of Mathematical Sciences, University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"last","author":{"id":null,"display_name":"Li-Yong Shen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li-Yong Shen","raw_affiliation_strings":["School of Mathematical Sciences, University of Chinese Academy of Sciences,Beijing,China,100049","School of Mathematical Sciences, University of Chinese Academy of Sciences, Beijing 100049, China"],"affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences, University of Chinese Academy of Sciences,Beijing,China,100049","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"School of Mathematical Sciences, University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100751206"],"corresponding_institution_ids":["https://openalex.org/I4210165038"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.40710007,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"11","issue":"4","first_page":"849","last_page":"869"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11408","display_name":"Advanced Optical Imaging Technologies","score":0.9692000150680542,"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"}},"topics":[{"id":"https://openalex.org/T11408","display_name":"Advanced Optical Imaging Technologies","score":0.9692000150680542,"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"}},{"id":"https://openalex.org/T13579","display_name":"Image and Video Stabilization","score":0.9441999793052673,"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/T14158","display_name":"Optical Systems and Laser Technology","score":0.9229000210762024,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"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/computer-graphics","display_name":"Computer graphics (images)","score":0.5240409970283508},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5234229564666748},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.47372475266456604},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics","score":0.4377542734146118},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3654111325740814},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3633732795715332},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3570480942726135},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15934407711029053},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.15212225914001465}],"concepts":[{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.5240409970283508},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5234229564666748},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.47372475266456604},{"id":"https://openalex.org/C77660652","wikidata":"https://www.wikidata.org/wiki/Q150971","display_name":"Computer graphics","level":2,"score":0.4377542734146118},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3654111325740814},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3633732795715332},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3570480942726135},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15934407711029053},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.15212225914001465},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.26599/cvm.2025.9450502","is_oa":true,"landing_page_url":"https://doi.org/10.26599/cvm.2025.9450502","pdf_url":null,"source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Visual Media","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f3148a0ac1dc46fe9a7ac674c63b73f7","is_oa":true,"landing_page_url":"https://doaj.org/article/f3148a0ac1dc46fe9a7ac674c63b73f7","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational Visual Media, Vol 11, Iss 4, Pp 849-869 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.26599/cvm.2025.9450502","is_oa":true,"landing_page_url":"https://doi.org/10.26599/cvm.2025.9450502","pdf_url":null,"source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Visual Media","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2048312625","https://openalex.org/W2147743564","https://openalex.org/W2194775991","https://openalex.org/W2331128040","https://openalex.org/W2342616784","https://openalex.org/W2557227117","https://openalex.org/W2562637781","https://openalex.org/W2601564443","https://openalex.org/W2609887106","https://openalex.org/W2789288870","https://openalex.org/W2798744505","https://openalex.org/W2802445786","https://openalex.org/W2891441131","https://openalex.org/W2912435603","https://openalex.org/W2962785568","https://openalex.org/W2962927175","https://openalex.org/W2963372104","https://openalex.org/W2963524571","https://openalex.org/W2963843230","https://openalex.org/W2965669158","https://openalex.org/W2977189914","https://openalex.org/W2984466630","https://openalex.org/W3011286629","https://openalex.org/W3034337578","https://openalex.org/W3034475761","https://openalex.org/W3035051775","https://openalex.org/W3035688623","https://openalex.org/W3094502228","https://openalex.org/W3106415285","https://openalex.org/W3107184287","https://openalex.org/W3109379931","https://openalex.org/W3109671265","https://openalex.org/W3131500599","https://openalex.org/W3138516171","https://openalex.org/W3138808092","https://openalex.org/W3151130473","https://openalex.org/W3175515048","https://openalex.org/W3176958085","https://openalex.org/W3176997686","https://openalex.org/W3207918547","https://openalex.org/W4214494681","https://openalex.org/W4289537802","https://openalex.org/W4312354721","https://openalex.org/W4312695952","https://openalex.org/W4312812783","https://openalex.org/W4313007769","https://openalex.org/W4319996433","https://openalex.org/W4378697382","https://openalex.org/W4387165524","https://openalex.org/W4389977645","https://openalex.org/W4390872650","https://openalex.org/W4392151996","https://openalex.org/W4394627519","https://openalex.org/W4410492179"],"related_works":["https://openalex.org/W2319989118","https://openalex.org/W1503820821","https://openalex.org/W2285491073","https://openalex.org/W1991998366","https://openalex.org/W3112751614","https://openalex.org/W1995979513","https://openalex.org/W4403759101","https://openalex.org/W4249185555","https://openalex.org/W1999937205","https://openalex.org/W4409132263"],"abstract_inverted_index":{"When":[0],"using":[1],"digital":[2],"cameras":[3],"to":[4,18,96,169],"capture":[5],"video":[6,35,40,153],"from":[7],"a":[8,43,51,71,91,113],"display":[9],"screen,":[10],"the":[11,23,31,58,88,117,120,138,143,152,159],"occurrence":[12],"of":[13,25,119,140,145,161],"moir\u00e9":[14,85,107,141],"patterns":[15],"can":[16,77,131],"lead":[17],"color":[19],"distortions,":[20],"significantly":[21],"degrading":[22],"quality":[24],"both":[26,101],"images":[27],"and":[28,66,70,81,103,142],"video.":[29],"Given":[30],"escalating":[32],"demand":[33],"for":[34,39,55,136,167],"acquisition,":[36],"designing":[37],"algorithms":[38],"demoir\u00e9ing":[41],"is":[42,94],"significant":[44,114],"topic.":[45],"In":[46,87],"this":[47,56],"paper,":[48],"we":[49],"introduce":[50],"novel":[52],"attention-based":[53],"network":[54],"task,":[57],"spatiotemporal":[59],"fusion":[60,74],"transformer":[61],"(STFT).":[62],"By":[63],"introducing":[64],"temporal":[65,82,98],"spatial":[67,80],"attention":[68,134],"encoders":[69],"multi-scale":[72],"feature":[73],"method,":[75],"STFT":[76,130],"learn":[78,97],"dynamic":[79],"variations":[83],"in":[84,116],"patterns.":[86],"decoding":[89],"phase,":[90],"self-attention":[92],"mechanism":[93],"employed":[95],"dependencies":[99],"at":[100],"image-level":[102],"video-level,":[104],"enhancing":[105],"model":[106,122,146],"removal":[108,155],"performance.":[109],"Experimental":[110],"results":[111],"demonstrate":[112],"improvement":[115],"performance":[118,150],"proposed":[121],"over":[123],"existing":[124],"methods":[125],"on":[126,151],"public":[127],"datasets.":[128],"Furthermore,":[129],"output":[132],"visual":[133],"maps":[135],"analyzing":[137],"distribution":[139],"focus":[144],"learning.":[147],"STFT's":[148],"outstanding":[149],"rain":[154],"task":[156],"also":[157],"demonstrates":[158],"robustness":[160],"our":[162],"model,":[163],"highlighting":[164],"its":[165],"potential":[166],"application":[168],"other":[170],"restoration":[171],"tasks.":[172]},"counts_by_year":[],"updated_date":"2026-02-27T16:54:17.756197","created_date":"2025-10-10T00:00:00"}
