{"id":"https://openalex.org/W4399261681","doi":"https://doi.org/10.1145/3643491.3660277","title":"SIDBench: A Python framework for reliably assessing synthetic image detection methods","display_name":"SIDBench: A Python framework for reliably assessing synthetic image detection methods","publication_year":2024,"publication_date":"2024-06-01","ids":{"openalex":"https://openalex.org/W4399261681","doi":"https://doi.org/10.1145/3643491.3660277"},"language":"en","primary_location":{"id":"doi:10.1145/3643491.3660277","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3643491.3660277","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"3rd ACM International Workshop on Multimedia AI against Disinformation","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://arxiv.org/pdf/2404.18552","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018362055","display_name":"Manos Schinas","orcid":"https://orcid.org/0009-0007-2132-3430"},"institutions":[{"id":"https://openalex.org/I4210093649","display_name":"Information Technologies Institute","ror":"https://ror.org/0069akp70","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210093649"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Manos Schinas","raw_affiliation_strings":["Information Technologies Institute - Centre of Research and Technology - Hellas, Greece"],"affiliations":[{"raw_affiliation_string":"Information Technologies Institute - Centre of Research and Technology - Hellas, Greece","institution_ids":["https://openalex.org/I4210093649"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013616365","display_name":"Symeon Papadopoulos","orcid":"https://orcid.org/0000-0002-5441-7341"},"institutions":[{"id":"https://openalex.org/I4210093649","display_name":"Information Technologies Institute","ror":"https://ror.org/0069akp70","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210093649"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Symeon Papadopoulos","raw_affiliation_strings":["Information Technologies Institute - Centre of Research and Technology - Hellas, Greece"],"affiliations":[{"raw_affiliation_string":"Information Technologies Institute - Centre of Research and Technology - Hellas, Greece","institution_ids":["https://openalex.org/I4210093649"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5018362055"],"corresponding_institution_ids":["https://openalex.org/I4210093649"],"apc_list":null,"apc_paid":null,"fwci":1.5218,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.83335777,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"55","last_page":"64"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9975000023841858,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9975000023841858,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.9973999857902527,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.9735000133514404,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.7812896966934204},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7053675651550293},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4796367287635803},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.36597388982772827},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.26588717103004456}],"concepts":[{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.7812896966934204},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7053675651550293},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4796367287635803},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.36597388982772827},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.26588717103004456}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3643491.3660277","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3643491.3660277","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"3rd ACM International Workshop on Multimedia AI against Disinformation","raw_type":"proceedings-article"},{"id":"pmh:oai:zenodo.org:13833421","is_oa":true,"landing_page_url":"https://arxiv.org/abs/arXiv:2404.18552","pdf_url":"http://arxiv.org/pdf/2404.18552","source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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":"MAD'24, 3rd ACM International Workshop on Multimedia AI against Disinformation (MAD'24) organized with the ACM International Conference on Multimedia Retrieval (ICMR'24),, Phuket Thailand, 10-14 June 2024","raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:13833421","is_oa":true,"landing_page_url":"https://arxiv.org/abs/arXiv:2404.18552","pdf_url":"http://arxiv.org/pdf/2404.18552","source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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":"MAD'24, 3rd ACM International Workshop on Multimedia AI against Disinformation (MAD'24) organized with the ACM International Conference on Multimedia Retrieval (ICMR'24),, Phuket Thailand, 10-14 June 2024","raw_type":"info:eu-repo/semantics/conferencePaper"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4947509900","display_name":null,"funder_award_id":"10107009","funder_id":"https://openalex.org/F4320334322","funder_display_name":"HORIZON EUROPE Framework Programme"}],"funders":[{"id":"https://openalex.org/F4320334322","display_name":"HORIZON EUROPE Framework Programme","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399261681.pdf","grobid_xml":"https://content.openalex.org/works/W4399261681.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W2055745001","https://openalex.org/W2515389788","https://openalex.org/W2962770929","https://openalex.org/W2962793481","https://openalex.org/W2962974533","https://openalex.org/W2963767194","https://openalex.org/W2982058372","https://openalex.org/W3034577585","https://openalex.org/W3035574324","https://openalex.org/W3096831136","https://openalex.org/W4226211505","https://openalex.org/W4281485151","https://openalex.org/W4300963338","https://openalex.org/W4308234128","https://openalex.org/W4312933868","https://openalex.org/W4375869427","https://openalex.org/W4382912979","https://openalex.org/W4388858946","https://openalex.org/W4389370799"],"related_works":["https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2772917594","https://openalex.org/W2775347418","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"The":[0,125],"generative":[1,135],"AI":[2],"technology":[3],"offers":[4],"an":[5,28],"increasing":[6],"variety":[7],"of":[8,27,32,69,80,101,109,123,134,139,157,189],"tools":[9],"for":[10],"generating":[11],"entirely":[12],"synthetic":[13,34],"images":[14,35],"that":[15,24,93],"are":[16],"increasingly":[17],"indistinguishable":[18],"from":[19],"real":[20],"ones.":[21],"Unlike":[22],"methods":[23,46,70],"alter":[25],"portions":[26],"image,":[29],"the":[30,67,72,77,107,144,152,155],"creation":[31],"completely":[33],"presents":[36],"a":[37,57,90,120,131,182],"unique":[38],"challenge":[39],"and":[40,66,82,113,141,178,192],"several":[41,95],"Synthetic":[42],"Image":[43],"Detection":[44],"(SID)":[45],"have":[47],"recently":[48],"appeared":[49],"to":[50,118,185],"tackle":[51],"it.":[52],"Yet,":[53],"there":[54],"is":[55,174,179],"often":[56],"large":[58],"gap":[59],"between":[60],"experimental":[61],"results":[62],"on":[63,106,176],"benchmark":[64],"datasets":[65,129,191],"performance":[68],"in":[71,147,162,181],"wild.":[73],"To":[74],"better":[75],"address":[76],"evaluation":[78],"needs":[79],"SID":[81,97,193],"help":[83],"close":[84],"this":[85,87],"gap,":[86],"paper":[88],"introduces":[89],"benchmarking":[91],"framework":[92,126,153],"integrates":[94],"state-of-the-art":[96],"models.":[98,194],"Our":[99],"selection":[100],"integrated":[102],"models":[103],"was":[104],"based":[105],"utilization":[108],"varied":[110],"input":[111],"features,":[112],"different":[114],"network":[115],"architectures,":[116],"aiming":[117],"encompass":[119],"broad":[121],"spectrum":[122],"techniques.":[124],"leverages":[127],"recent":[128],"with":[130],"diverse":[132],"set":[133],"models,":[136],"high":[137],"level":[138],"photo-realism":[140],"resolution,":[142],"reflecting":[143],"rapid":[145],"improvements":[146],"image":[148,159],"synthesis":[149],"technology.":[150],"Additionally,":[151],"enables":[154],"study":[156],"how":[158],"transformations,":[160],"common":[161],"assets":[163],"shared":[164],"online,":[165],"such":[166],"as":[167],"JPEG":[168],"compression,":[169],"affect":[170],"detection":[171],"performance.":[172],"SIDBench":[173],"available":[175],"github.com/mever-team/sidbench":[177],"designed":[180],"modular":[183],"manner":[184],"enable":[186],"easy":[187],"inclusion":[188],"new":[190]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}