{"id":"https://openalex.org/W4400518616","doi":"https://doi.org/10.48550/arxiv.2407.06304","title":"VIMI: Grounding Video Generation through Multi-modal Instruction","display_name":"VIMI: Grounding Video Generation through Multi-modal Instruction","publication_year":2024,"publication_date":"2024-07-08","ids":{"openalex":"https://openalex.org/W4400518616","doi":"https://doi.org/10.48550/arxiv.2407.06304"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2407.06304","pdf_url":"https://arxiv.org/pdf/2407.06304","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":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":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},"type":"preprint","type_crossref":"posted-content","indexed_in":["arxiv"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2407.06304","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102952667","display_name":"Yuwei Fang","orcid":"https://orcid.org/0000-0002-8684-089X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fang, Yuwei","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052645912","display_name":"Willi Menapace","orcid":"https://orcid.org/0000-0002-0715-9300"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Menapace, Willi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021757527","display_name":"Aliaksandr Siarohin","orcid":"https://orcid.org/0000-0001-9252-1775"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Siarohin, Aliaksandr","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058383656","display_name":"Tsai-Shien Chen","orcid":"https://orcid.org/0000-0002-8085-0042"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Tsai-Shien","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113284739","display_name":"Kuan-Chien Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Kuan-Chien","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028188014","display_name":"Ivan Skorokhodov","orcid":"https://orcid.org/0000-0002-7611-9310"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Skorokhodov, Ivan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068811427","display_name":"Graham Neubig","orcid":"https://orcid.org/0000-0002-2072-3789"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Neubig, Graham","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5058028206","display_name":"Sergey Tulyakov","orcid":"https://orcid.org/0000-0003-3465-1592"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tulyakov, Sergey","raw_affiliation_strings":[],"affiliations":[]}],"institution_assertions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":0,"max":77},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.9722,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9722,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9541,"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/T13310","display_name":"Subtitles and Audiovisual Media","score":0.907,"subfield":{"id":"https://openalex.org/subfields/1203","display_name":"Language and Linguistics"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.71054673},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5611784},{"id":"https://openalex.org/C168993435","wikidata":"https://www.wikidata.org/wiki/Q6501125","display_name":"Ground","level":2,"score":0.5596511},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18865702},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.15946358},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.058988452},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2407.06304","pdf_url":"https://arxiv.org/pdf/2407.06304","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":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":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2407.06304","pdf_url":"https://arxiv.org/pdf/2407.06304","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":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":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4396701345","https://openalex.org/W4391375266","https://openalex.org/W4234899305","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2379604501","https://openalex.org/W2358668433","https://openalex.org/W2097328689","https://openalex.org/W2021787609","https://openalex.org/W1537063595"],"abstract_inverted_index":{"Existing":[0],"text-to-video":[1,197],"diffusion":[2],"models":[3],"rely":[4],"solely":[5],"on":[6,94,115,200],"text-only":[7],"encoders":[8],"for":[9,92,102],"their":[10,33],"pretraining.":[11],"This":[12,123],"limitation":[13],"stems":[14],"from":[15,111],"the":[16,59,77,81,109,112,127,160,189],"absence":[17],"of":[18,28,139],"large-scale":[19,46],"multimodal":[20,38,47,87,149],"prompt":[21,48],"video":[22,73,89,104,117,173],"datasets,":[23,97],"resulting":[24],"in":[25,37,159,165],"a":[26,45,66,86,99],"lack":[27],"visual":[29,171],"grounding":[30],"and":[31,35,63,134,155,180],"restricting":[32],"versatility":[34],"application":[36],"integration.":[39],"To":[40],"address":[41],"this,":[42],"we":[43,84,107],"construct":[44],"dataset":[49],"by":[50],"employing":[51],"retrieval":[52],"methods":[53],"to":[54,70,130,169],"pair":[55],"in-context":[56],"examples":[57],"with":[58,184],"given":[60],"text":[61],"prompts":[62],"then":[64],"utilize":[65],"two-stage":[67,144],"training":[68],"strategy":[69],"enable":[71],"diverse":[72,132],"generation":[74,90,118,174,198],"tasks":[75],"within":[76],"same":[78],"model.":[79],"In":[80],"first":[82,113],"stage,":[83],"propose":[85],"conditional":[88],"framework":[91],"pretraining":[93],"these":[95],"augmented":[96],"establishing":[98],"foundational":[100],"model":[101,110],"grounded":[103,158,172],"generation.":[105],"Secondly,":[106],"finetune":[108],"stage":[114],"three":[116],"tasks,":[119,135],"incorporating":[120],"multi-modal":[121,140],"instructions.":[122],"process":[124],"further":[125],"refines":[126],"model's":[128],"ability":[129],"handle":[131],"inputs":[133],"ensuring":[136],"seamless":[137],"integration":[138],"information.":[141],"After":[142],"this":[143],"train-ing":[145],"process,":[146],"VIMI":[147,176,193],"demonstrates":[148],"understanding":[150],"capabilities,":[151],"producing":[152],"contextually":[153],"rich":[154],"personalized":[156],"videos":[157,183],"provided":[161],"inputs,":[162],"as":[163],"shown":[164],"Figure":[166],"1.":[167],"Compared":[168],"previous":[170],"methods,":[175],"can":[177],"synthesize":[178],"consistent":[179],"temporally":[181],"coherent":[182],"large":[185],"motion":[186],"while":[187],"retaining":[188],"semantic":[190],"control.":[191],"Lastly,":[192],"also":[194],"achieves":[195],"state-of-the-art":[196],"results":[199],"UCF101":[201],"benchmark.":[202]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4400518616","counts_by_year":[],"updated_date":"2025-04-23T17:57:31.690898","created_date":"2024-07-11"}