{"id":"https://openalex.org/W4304092670","doi":"https://doi.org/10.1145/3503161.3551595","title":"A Combination of Visual-Semantic Reasoning and Text Entailment-based Boosting Algorithm for Cheapfake Detection","display_name":"A Combination of Visual-Semantic Reasoning and Text Entailment-based Boosting Algorithm for Cheapfake Detection","publication_year":2022,"publication_date":"2022-10-10","ids":{"openalex":"https://openalex.org/W4304092670","doi":"https://doi.org/10.1145/3503161.3551595"},"language":"en","primary_location":{"id":"doi:10.1145/3503161.3551595","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3503161.3551595","pdf_url":null,"source":{"id":"https://openalex.org/S4363608757","display_name":"Proceedings of the 30th ACM International Conference on Multimedia","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th ACM International Conference on Multimedia","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071578912","display_name":"Tuan-Vinh La","orcid":"https://orcid.org/0000-0002-8896-9611"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Tuan-Vinh La","raw_affiliation_strings":["University of Information Technology, Vietnam National University, Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"University of Information Technology, Vietnam National University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023083273","display_name":"Minh-Son Dao","orcid":"https://orcid.org/0000-0003-3044-8175"},"institutions":[{"id":"https://openalex.org/I90023481","display_name":"National Institute of Information and Communications Technology","ror":"https://ror.org/016bgq349","country_code":"JP","type":"facility","lineage":["https://openalex.org/I90023481"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Minh-Son Dao","raw_affiliation_strings":["National Institute of Information and Communications Technology, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"National Institute of Information and Communications Technology, Tokyo, Japan","institution_ids":["https://openalex.org/I90023481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055686501","display_name":"Quang-Tien Tran","orcid":"https://orcid.org/0000-0001-6265-3240"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Quang-Tien Tran","raw_affiliation_strings":["University of Science, Vietnam National University, Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"University of Science, Vietnam National University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051771247","display_name":"Thanh-Phuc Tran","orcid":"https://orcid.org/0000-0003-0472-4869"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Thanh-Phuc Tran","raw_affiliation_strings":["University of Science, Vietnam National University, Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"University of Science, Vietnam National University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007965851","display_name":"Anh-Duy Tran","orcid":"https://orcid.org/0000-0002-8036-954X"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Anh-Duy Tran","raw_affiliation_strings":["University of Science, Vietnam National University, Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"University of Science, Vietnam National University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064606251","display_name":"Duc\u2010Tien Dang\u2010Nguyen","orcid":"https://orcid.org/0000-0002-2761-2213"},"institutions":[{"id":"https://openalex.org/I4432739","display_name":"University of Bergen","ror":"https://ror.org/03zga2b32","country_code":"NO","type":"education","lineage":["https://openalex.org/I4432739"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Duc-Tien Dang-Nguyen","raw_affiliation_strings":["University of Bergen, Bergen, Norway"],"affiliations":[{"raw_affiliation_string":"University of Bergen, Bergen, Norway","institution_ids":["https://openalex.org/I4432739"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5071578912"],"corresponding_institution_ids":["https://openalex.org/I123565023"],"apc_list":null,"apc_paid":null,"fwci":0.903,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.82632254,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"7140","last_page":"7144"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","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/T11714","display_name":"Multimodal Machine Learning Applications","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/T10028","display_name":"Topic Modeling","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11147","display_name":"Misinformation and Its Impacts","score":0.9871000051498413,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8090881109237671},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.7569965124130249},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5758987665176392},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5293413400650024},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5196467638015747},{"id":"https://openalex.org/keywords/textual-entailment","display_name":"Textual entailment","score":0.5178078413009644},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4859565496444702},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4542073607444763},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4503145217895508},{"id":"https://openalex.org/keywords/logical-consequence","display_name":"Logical consequence","score":0.295843243598938}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8090881109237671},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.7569965124130249},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5758987665176392},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5293413400650024},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5196467638015747},{"id":"https://openalex.org/C95318506","wikidata":"https://www.wikidata.org/wiki/Q6588467","display_name":"Textual entailment","level":3,"score":0.5178078413009644},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4859565496444702},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4542073607444763},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4503145217895508},{"id":"https://openalex.org/C134752490","wikidata":"https://www.wikidata.org/wiki/Q374182","display_name":"Logical consequence","level":2,"score":0.295843243598938},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3503161.3551595","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3503161.3551595","pdf_url":null,"source":{"id":"https://openalex.org/S4363608757","display_name":"Proceedings of the 30th ACM International Conference on Multimedia","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th ACM International Conference on Multimedia","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.41999998688697815,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W2277195237","https://openalex.org/W2962964995","https://openalex.org/W2988823324","https://openalex.org/W3042631625","https://openalex.org/W3199416326"],"related_works":["https://openalex.org/W2053800966","https://openalex.org/W192785878","https://openalex.org/W2005754477","https://openalex.org/W1597783326","https://openalex.org/W2118335617","https://openalex.org/W2475889241","https://openalex.org/W2067779294","https://openalex.org/W2251869843","https://openalex.org/W3008931407","https://openalex.org/W2915781047"],"abstract_inverted_index":{"Misuse":[0],"of":[1,14,18,25,37,90,100,108,118,130,159],"real":[2,152],"photographs":[3],"with":[4,82],"conflicting":[5,74],"image":[6,92,161],"captions":[7],"in":[8,63],"news":[9,26],"items":[10],"is":[11,151,176,183],"one":[12],"case":[13],"out-of-context":[15,22],"(OOC)":[16],"misuse":[17],"media.":[19],"To":[20],"detect":[21,57,73,156],"given":[23,147],"pair":[24,150],"(i.e.,":[27,72,143],"captions)":[28],"and":[29,40,111,134,165,169],"attached":[30],"image,":[31],"people":[32],"should":[33],"determine":[34,144],"the":[35,38,43,47,58,91,109,116,119,131,157],"truthfulness":[36],"statement":[39],"evaluate":[41],"whether":[42,145],"triplet":[44],"talks":[45],"to":[46,56,86,93,104,114],"same":[48],"event.":[49],"This":[50],"paper":[51],"presents":[52],"a":[53,146],"new":[54],"method":[55,122],"OOC":[59],"media":[60],"challenge":[61],"introduced":[62],"ACMMM'22":[64],"Grand":[65],"Challenge":[66],"on":[67,128],"Detecting":[68],"Cheapfakes.":[69],"For":[70,141],"$Task_1$":[71],"image-caption":[75],"triplets),":[76],"our":[77],"approach":[78],"uses":[79],"bottom-up":[80],"attention":[81],"visual":[83],"semantic":[84,106,163],"reasoning":[85],"extract":[87,105],"global":[88],"features":[89,164],"perform":[94],"comprehensive":[95],"image-text":[96],"matching,":[97],"multiple":[98],"models":[99],"natural":[101],"language":[102],"processing":[103],"relation":[107],"caption":[110],"utilize":[112],"boosting":[113],"improve":[115],"accuracy":[117,126,138],"performance.":[120],"Our":[121,173],"achieved":[123],"an":[124],"85.5%":[125],"score":[127],"80%":[129],"testing":[132],"dataset":[133],"has":[135],"4.5%":[136],"higher":[137],"than":[139],"baseline.":[140],"Task2":[142],"(Image,":[148],"Caption)":[149],"or":[153],"fake),":[154],"we":[155],"veracity":[158],"captioned":[160],"base":[162],"correlation":[166],"between":[167],"image/caption":[168],"achieve":[170],"76%":[171],"accuracy.":[172],"source":[174],"code":[175],"available":[177,184],"at":[178,185],"https://github.com/latuanvinh1998/Cheapfakes_detection_acmmm.":[179],"Docker":[180],"for":[181],"submission":[182],"https://hub.docker.com/repository/docker/latuanvinh1998/acmmmcheapfakes.":[186]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}