{"id":"https://openalex.org/W4404988450","doi":"https://doi.org/10.1109/iccv51701.2025.01804","title":"PersonalVideo: High ID-Fidelity Video Customization without Dynamic and Semantic Degradation","display_name":"PersonalVideo: High ID-Fidelity Video Customization without Dynamic and Semantic Degradation","publication_year":2025,"publication_date":"2025-10-19","ids":{"openalex":"https://openalex.org/W4404988450","doi":"https://doi.org/10.1109/iccv51701.2025.01804"},"language":"en","primary_location":{"id":"doi:10.1109/iccv51701.2025.01804","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccv51701.2025.01804","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF International Conference on Computer Vision (ICCV)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2411.17048","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008019444","display_name":"Hengjia Li","orcid":"https://orcid.org/0009-0007-6184-9437"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hengjia Li","raw_affiliation_strings":["Zhejiang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050793822","display_name":"Haonan Qiu","orcid":"https://orcid.org/0000-0002-3878-1418"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Haonan Qiu","raw_affiliation_strings":["Nanyang Technological University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100449697","display_name":"Shiwei Zhang","orcid":"https://orcid.org/0000-0002-6929-5295"},"institutions":[{"id":"https://openalex.org/I4210095624","display_name":"Alibaba Group (United States)","ror":"https://ror.org/00rn0m335","country_code":"US","type":"company","lineage":["https://openalex.org/I4210095624","https://openalex.org/I45928872"]},{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Shiwei Zhang","raw_affiliation_strings":["Alibaba Tongyi"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alibaba Tongyi","institution_ids":["https://openalex.org/I45928872","https://openalex.org/I4210095624"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100389001","display_name":"Xiang Wang","orcid":"https://orcid.org/0000-0002-0253-8600"},"institutions":[{"id":"https://openalex.org/I4210095624","display_name":"Alibaba Group (United States)","ror":"https://ror.org/00rn0m335","country_code":"US","type":"company","lineage":["https://openalex.org/I4210095624","https://openalex.org/I45928872"]},{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Xiang Wang","raw_affiliation_strings":["Alibaba Tongyi"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alibaba Tongyi","institution_ids":["https://openalex.org/I45928872","https://openalex.org/I4210095624"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101580042","display_name":"Yujie Wei","orcid":"https://orcid.org/0009-0003-9304-0609"},"institutions":[{"id":"https://openalex.org/I4210095624","display_name":"Alibaba Group (United States)","ror":"https://ror.org/00rn0m335","country_code":"US","type":"company","lineage":["https://openalex.org/I4210095624","https://openalex.org/I45928872"]},{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Yujie Wei","raw_affiliation_strings":["Alibaba Tongyi"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alibaba Tongyi","institution_ids":["https://openalex.org/I45928872","https://openalex.org/I4210095624"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078033021","display_name":"Zekun Li","orcid":"https://orcid.org/0000-0003-2119-0651"},"institutions":[{"id":"https://openalex.org/I4210095624","display_name":"Alibaba Group (United States)","ror":"https://ror.org/00rn0m335","country_code":"US","type":"company","lineage":["https://openalex.org/I4210095624","https://openalex.org/I45928872"]},{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Zekun Li","raw_affiliation_strings":["Alibaba Tongyi"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alibaba Tongyi","institution_ids":["https://openalex.org/I45928872","https://openalex.org/I4210095624"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039538233","display_name":"Yingya Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210095624","display_name":"Alibaba Group (United States)","ror":"https://ror.org/00rn0m335","country_code":"US","type":"company","lineage":["https://openalex.org/I4210095624","https://openalex.org/I45928872"]},{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Yingya Zhang","raw_affiliation_strings":["Alibaba Tongyi"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alibaba Tongyi","institution_ids":["https://openalex.org/I45928872","https://openalex.org/I4210095624"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101833492","display_name":"Boxi Wu","orcid":"https://orcid.org/0000-0003-4494-193X"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Boxi Wu","raw_affiliation_strings":["Zhejiang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101656886","display_name":"Cai Deng","orcid":"https://orcid.org/0000-0002-7717-6990"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Deng Cai","raw_affiliation_strings":["Zhejiang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.661,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.85853224,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"19406","last_page":"19416"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12720","display_name":"Multimedia Communication and Technology","score":0.9915000200271606,"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"}},"topics":[{"id":"https://openalex.org/T12720","display_name":"Multimedia Communication and Technology","score":0.9915000200271606,"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"}},{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.9894999861717224,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9768999814987183,"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/personalization","display_name":"Personalization","score":0.7666693329811096},{"id":"https://openalex.org/keywords/degradation","display_name":"Degradation (telecommunications)","score":0.718880295753479},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6584389209747314},{"id":"https://openalex.org/keywords/high-fidelity","display_name":"High fidelity","score":0.5389472246170044},{"id":"https://openalex.org/keywords/fidelity","display_name":"Fidelity","score":0.4647459387779236},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.28255796432495117},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.12167134881019592},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11221936345100403}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.7666693329811096},{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.718880295753479},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6584389209747314},{"id":"https://openalex.org/C113364801","wikidata":"https://www.wikidata.org/wiki/Q26674","display_name":"High fidelity","level":2,"score":0.5389472246170044},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.4647459387779236},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.28255796432495117},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.12167134881019592},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11221936345100403},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/iccv51701.2025.01804","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccv51701.2025.01804","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF International Conference on Computer Vision (ICCV)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2411.17048","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2411.17048","pdf_url":"https://arxiv.org/pdf/2411.17048","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2411.17048","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2411.17048","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2411.17048","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2411.17048","pdf_url":"https://arxiv.org/pdf/2411.17048","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8809481018","display_name":null,"funder_award_id":"62402417,62273302,62036009,61936006","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":0,"referenced_works":[],"related_works":["https://openalex.org/W4313443006","https://openalex.org/W2945374968","https://openalex.org/W4293777179","https://openalex.org/W4385452045","https://openalex.org/W2164070813","https://openalex.org/W2135608140","https://openalex.org/W2895525995","https://openalex.org/W2332512904","https://openalex.org/W4224231624","https://openalex.org/W2319626700"],"abstract_inverted_index":{"The":[0,28],"current":[1],"text-to-video":[2],"(T2V)":[3],"generation":[4,23,215],"has":[5],"made":[6],"significant":[7],"progress":[8],"in":[9,19,32,185,205],"synthesizing":[10],"realistic":[11],"general":[12],"videos,":[13],"but":[14],"it":[15],"is":[16],"still":[17],"under-explored":[18],"identity-specific":[20],"human":[21],"video":[22,52,214],"with":[24,71,150,193],"customized":[25],"ID":[26,35],"images.":[27,115],"key":[29],"challenge":[30],"lies":[31],"maintaining":[33],"high":[34,207],"fidelity":[36],"consistently":[37],"while":[38,210],"preserving":[39,211],"the":[40,48,72,110,126,130,143,147,151,164,168,212,218],"original":[41,152,219],"motion":[42],"dynamic":[43,83,158],"and":[44,84,159],"semantic":[45,85,138,144,160,187],"following":[46,161],"after":[47],"identity":[49,53,61,120,128,165,208],"injection.":[50,166],"Current":[51],"customization":[54],"methods":[55],"mainly":[56],"rely":[57],"on":[58,63,105,114],"reconstructing":[59],"given":[60],"images":[62],"text-to-image":[64],"models,":[65],"which":[66,155],"have":[67],"a":[68,78,93,100,136,195],"divergent":[69],"distribution":[70,145],"T2V":[73,153,220],"model.":[74],"This":[75],"process":[76],"introduces":[77],"tuning-inference":[79,131],"gap,":[80],"leading":[81],"to":[82,123,141,178],"degradation.":[86],"To":[87],"tackle":[88],"this":[89],"problem,":[90],"we":[91,117,134,172],"propose":[92,135],"novel":[94,137],"framework,":[95],"dubbed":[96],"$\\textbf{PersonalVideo}$,":[97],"that":[98],"applies":[99],"mixture":[101],"of":[102,109,146,217],"reward":[103,122,140,170],"supervision":[104],"synthesized":[106],"videos":[107,149],"instead":[108],"simple":[111],"reconstruction":[112],"objective":[113],"Specifically,":[116],"first":[118],"incorporate":[119],"consistency":[121,139],"effectively":[124],"inject":[125],"reference's":[127],"without":[129],"gap.":[132],"Then":[133],"align":[142],"generated":[148,183],"model,":[154,221],"preserves":[156],"its":[157],"capability":[162],"during":[163],"With":[167],"non-reconstructive":[169],"training,":[171],"further":[173],"employ":[174],"simulated":[175],"prompt":[176],"augmentation":[177],"reduce":[179],"overfitting":[180],"by":[181],"supervising":[182],"results":[184],"more":[186],"scenarios,":[188],"gaining":[189],"good":[190],"robustness":[191],"even":[192],"only":[194],"single":[196],"reference":[197],"image.":[198],"Extensive":[199],"experiments":[200],"demonstrate":[201],"our":[202],"method's":[203],"superiority":[204],"delivering":[206],"faithfulness":[209],"inherent":[213],"qualities":[216],"outshining":[222],"prior":[223],"methods.":[224]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-03T08:13:44.112507","created_date":"2025-10-10T00:00:00"}