{"id":"https://openalex.org/W4396814331","doi":"https://doi.org/10.48550/arxiv.2405.04133","title":"Exposing AI-generated Videos: A Benchmark Dataset and a Local-and-Global Temporal Defect Based Detection Method","display_name":"Exposing AI-generated Videos: A Benchmark Dataset and a Local-and-Global Temporal Defect Based Detection Method","publication_year":2024,"publication_date":"2024-05-07","ids":{"openalex":"https://openalex.org/W4396814331","doi":"https://doi.org/10.48550/arxiv.2405.04133"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2405.04133","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2405.04133","pdf_url":"https://arxiv.org/pdf/2405.04133","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2405.04133","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032866454","display_name":"Peisong He","orcid":"https://orcid.org/0000-0003-3121-0599","observed_orcids":["https://orcid.org/0000-0003-3121-0599"]},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"He, Peisong","raw_affiliation_strings":["School of Cyber Science and Engineer- ing , Sichuan University , Chengdu , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineer- ing , Sichuan University , Chengdu , China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111193552","display_name":"Leyao Zhu","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhu, Leyao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100636528","display_name":"Jiaxing Li","orcid":"https://orcid.org/0000-0001-7048-9284","observed_orcids":["https://orcid.org/0000-0001-7048-9284","https://orcid.org/0009-0006-4845-3270"]},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Li, Jiaxing","raw_affiliation_strings":["Department of Electrical and Computer En- gineering , Carnegie Mellon University , Pittsburgh , US","School of Cyber Science and Engineer- ing , Sichuan University , Chengdu , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer En- gineering , Carnegie Mellon University , Pittsburgh , US","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"School of Cyber Science and Engineer- ing , Sichuan University , Chengdu , China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100385178","display_name":"Shiqi Wang","orcid":"https://orcid.org/0000-0002-3583-959X","observed_orcids":["https://orcid.org/0000-0002-3583-959X","https://orcid.org/0000-0002-8944-6580","https://orcid.org/0009-0002-1271-2964"]},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wang, Shiqi","raw_affiliation_strings":["School of Cyber Science and Engineer- ing , Sichuan University , Chengdu , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineer- ing , Sichuan University , Chengdu , China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027412190","display_name":"Haoliang Li","orcid":"https://orcid.org/0000-0002-3312-8532","observed_orcids":["https://orcid.org/0000-0002-3312-8532"]},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li, Haoliang","raw_affiliation_strings":["School of Cyber Science and Engineer- ing , Sichuan University , Chengdu , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineer- ing , Sichuan University , Chengdu , China","institution_ids":["https://openalex.org/I24185976"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":1.0,"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/T12357","display_name":"Digital Media Forensic Detection","score":1.0,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.0,"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":0.0,"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/ai-generated-video-detection","display_name":"AI-generated video detection","score":0.9850000143051147},{"id":"https://openalex.org/keywords/deepfake-detection","display_name":"deepfake detection","score":0.6439999938011169},{"id":"https://openalex.org/keywords/benchmark-dataset","display_name":"benchmark dataset","score":0.8119999766349792},{"id":"https://openalex.org/keywords/video-forgery-detection","display_name":"video forgery detection","score":0.4230000078678131}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.8245519995689392},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5471462607383728},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5336998701095581},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37768101692199707},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3337366580963135},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.202173113822937},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.1699129045009613}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2405.04133","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2405.04133","pdf_url":"https://arxiv.org/pdf/2405.04133","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2405.04133","doi":"https://doi.org/10.48550/arxiv.2405.04133","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2405.04133","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2405.04133","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2405.04133","pdf_url":"https://arxiv.org/pdf/2405.04133","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G847347439","display_name":null,"funder_award_id":"2022YFB4501300","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4396814331.pdf","grobid_xml":"https://content.openalex.org/works/W4396814331.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4393213475","https://openalex.org/W4404195418","https://openalex.org/W4399252117","https://openalex.org/W4415709667","https://openalex.org/W4399758716","https://openalex.org/W7204142499","https://openalex.org/W7164942182","https://openalex.org/W4399062245","https://openalex.org/W4406735094","https://openalex.org/W7167603361"],"abstract_inverted_index":{"The":[0],"generative":[1],"model":[2],"has":[3,21],"made":[4],"significant":[5],"advancements":[6],"in":[7],"the":[8,28,108,121,126,130],"creation":[9],"of":[10,30,78,112],"realistic":[11],"videos,":[12,81],"which":[13],"causes":[14],"security":[15],"issues.":[16],"However,":[17],"this":[18,38],"emerging":[19],"risk":[20],"not":[22],"been":[23],"adequately":[24],"addressed":[25],"due":[26],"to":[27,66,98,106],"absence":[29],"a":[31,43,82],"benchmark":[32],"dataset":[33,45],"for":[34,133],"AI-generated":[35,80],"videos.":[36,101],"In":[37],"paper,":[39],"we":[40],"first":[41],"construct":[42],"video":[44,49,58],"using":[46],"advanced":[47],"diffusion-based":[48],"generation":[50],"algorithms":[51],"with":[52],"various":[53],"semantic":[54],"contents.":[55],"Besides,":[56],"typical":[57],"lossy":[59],"operations":[60],"over":[61],"network":[62],"transmission":[63],"are":[64,104],"adopted":[65],"generate":[67],"degraded":[68],"samples.":[69],"Then,":[70],"by":[71,86],"analyzing":[72],"local":[73,89],"and":[74,92,110,115,128],"global":[75,93],"temporal":[76,116],"defects":[77],"current":[79],"novel":[83],"detection":[84,118],"framework":[85],"adaptively":[87],"learning":[88],"motion":[90],"information":[91],"appearance":[94],"variation":[95],"is":[96],"constructed":[97],"expose":[99],"fake":[100],"Finally,":[102],"experiments":[103],"conducted":[105],"evaluate":[107],"generalization":[109],"robustness":[111],"different":[113],"spatial":[114],"domain":[117],"methods,":[119],"where":[120],"results":[122],"can":[123],"serve":[124],"as":[125],"baseline":[127],"demonstrate":[129],"research":[131],"challenge":[132],"future":[134],"studies.":[135]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2024-05-11T00:00:00"}