{"id":"https://openalex.org/W4411377629","doi":"https://doi.org/10.1145/3733102.3733148","title":"Implications of Neural Compression to Scientific Images","display_name":"Implications of Neural Compression to Scientific Images","publication_year":2025,"publication_date":"2025-06-17","ids":{"openalex":"https://openalex.org/W4411377629","doi":"https://doi.org/10.1145/3733102.3733148"},"language":"en","primary_location":{"id":"doi:10.1145/3733102.3733148","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3733102.3733148","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3733102.3733148","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Workshop on Information Hiding and Multimedia Security","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3733102.3733148","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075721951","display_name":"Jo\u00e3o Phillipe Cardenuto","orcid":"https://orcid.org/0000-0002-8370-6329"},"institutions":[{"id":"https://openalex.org/I4210148978","display_name":"Hospital de Cl\u00ednicas da Unicamp","ror":"https://ror.org/05g89bp20","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210148978"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Jo\u00e3o Phillipe Cardenuto","raw_affiliation_strings":["Unicamp, Capinas, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-8370-6329","affiliations":[{"raw_affiliation_string":"Unicamp, Capinas, Brazil","institution_ids":["https://openalex.org/I4210148978"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059304456","display_name":"Joshua Krinsky","orcid":"https://orcid.org/0009-0001-2041-9701"},"institutions":[{"id":"https://openalex.org/I186143895","display_name":"Lehigh University","ror":"https://ror.org/012afjb06","country_code":"US","type":"education","lineage":["https://openalex.org/I186143895"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joshua Krinsky","raw_affiliation_strings":["Lehigh University, Bethlehem, USA"],"raw_orcid":"https://orcid.org/0009-0001-2041-9701","affiliations":[{"raw_affiliation_string":"Lehigh University, Bethlehem, USA","institution_ids":["https://openalex.org/I186143895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034648185","display_name":"Lucas Salume Lima Nogueira","orcid":null},"institutions":[{"id":"https://openalex.org/I4210148978","display_name":"Hospital de Cl\u00ednicas da Unicamp","ror":"https://ror.org/05g89bp20","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210148978"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Lucas Nogueira","raw_affiliation_strings":["Unicamp, Capinas, Brazil"],"raw_orcid":"https://orcid.org/0009-0009-6892-4561","affiliations":[{"raw_affiliation_string":"Unicamp, Capinas, Brazil","institution_ids":["https://openalex.org/I4210148978"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066039585","display_name":"Aparna Bharati","orcid":"https://orcid.org/0000-0002-6404-9466"},"institutions":[{"id":"https://openalex.org/I186143895","display_name":"Lehigh University","ror":"https://ror.org/012afjb06","country_code":"US","type":"education","lineage":["https://openalex.org/I186143895"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aparna Bharati","raw_affiliation_strings":["Lehigh University, Bethlehem, USA"],"raw_orcid":"https://orcid.org/0000-0002-6404-9466","affiliations":[{"raw_affiliation_string":"Lehigh University, Bethlehem, USA","institution_ids":["https://openalex.org/I186143895"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101466508","display_name":"Daniel Moreira","orcid":"https://orcid.org/0000-0001-9757-5756"},"institutions":[{"id":"https://openalex.org/I1925986","display_name":"Loyola University Chicago","ror":"https://ror.org/04b6x2g63","country_code":"US","type":"education","lineage":["https://openalex.org/I1925986"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel Moreira","raw_affiliation_strings":["Loyola University Chicago, Chicago, USA"],"raw_orcid":"https://orcid.org/0000-0001-9757-5756","affiliations":[{"raw_affiliation_string":"Loyola University Chicago, Chicago, USA","institution_ids":["https://openalex.org/I1925986"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5075721951"],"corresponding_institution_ids":["https://openalex.org/I4210148978"],"apc_list":null,"apc_paid":null,"fwci":2.2665,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.88463211,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"80","last_page":"85"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":0.9991000294685364,"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":0.9991000294685364,"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/computer-science","display_name":"Computer science","score":0.6254767179489136},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.5116010308265686},{"id":"https://openalex.org/keywords/compression","display_name":"Compression (physics)","score":0.47903528809547424},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44509774446487427},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.42341193556785583},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3559945821762085},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.09697604179382324}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6254767179489136},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.5116010308265686},{"id":"https://openalex.org/C180016635","wikidata":"https://www.wikidata.org/wiki/Q2712821","display_name":"Compression (physics)","level":2,"score":0.47903528809547424},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44509774446487427},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.42341193556785583},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3559945821762085},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.09697604179382324},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3733102.3733148","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3733102.3733148","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3733102.3733148","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Workshop on Information Hiding and Multimedia Security","raw_type":"proceedings-article"},{"id":"pmh:oai:ecommons.luc.edu:cs_facpubs-1411","is_oa":true,"landing_page_url":"https://ecommons.luc.edu/cs_facpubs/416","pdf_url":"https://ecommons.luc.edu/context/cs_facpubs/article/1411/viewcontent/3733102.3733148.pdf","source":{"id":"https://openalex.org/S4306402030","display_name":"Loyola eCommons (Loyola University of Chicago)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1925986","host_organization_name":"Loyola University Chicago","host_organization_lineage":["https://openalex.org/I1925986"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computer Science: Faculty Publications and Other Works","raw_type":"text"}],"best_oa_location":{"id":"doi:10.1145/3733102.3733148","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3733102.3733148","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3733102.3733148","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Workshop on Information Hiding and Multimedia Security","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3837633941","display_name":null,"funder_award_id":"442229/2024-","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G7416455525","display_name":null,"funder_award_id":"2023/12865-8","funder_id":"https://openalex.org/F4320320997","funder_display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo"}],"funders":[{"id":"https://openalex.org/F4320320997","display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo","ror":"https://ror.org/02ddkpn78"},{"id":"https://openalex.org/F4320322025","display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","ror":"https://ror.org/03swz6y49"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411377629.pdf","grobid_xml":"https://content.openalex.org/works/W4411377629.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W1570958768","https://openalex.org/W1993120651","https://openalex.org/W2138833446","https://openalex.org/W2418392267","https://openalex.org/W2895129173","https://openalex.org/W3034779438","https://openalex.org/W3090538384","https://openalex.org/W3165285784","https://openalex.org/W4307687537","https://openalex.org/W4361006991","https://openalex.org/W4392028842","https://openalex.org/W4392947532","https://openalex.org/W4400280482","https://openalex.org/W4402190587","https://openalex.org/W4402916355","https://openalex.org/W4403758830","https://openalex.org/W4403920505","https://openalex.org/W4405845567"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","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":{"While":[0],"neural":[1,42,66,87,123,145],"compression":[2,43,67,88,124,140,146,154],"has":[3],"the":[4,23,27,38,63,82,93,98,105],"potential":[5,39],"to":[6,16,61,112,129,152],"revolutionize":[7],"image":[8,24,59],"compression,":[9,117],"recent":[10],"studies":[11],"have":[12],"emphasized":[13],"its":[14],"ability":[15,128],"introduce":[17],"subtle":[18,83],"artifacts":[19],"that":[20,81,144],"could":[21],"alter":[22],"content.Concerned":[25],"about":[26],"impact":[28],"of":[29,41,65,95],"such":[30],"modifications":[31],"on":[32,44,48,69],"scientific":[33,58,156],"images,":[34,46],"this":[35],"work":[36],"explores":[37],"effects":[40],"these":[45],"focusing":[47],"two":[49],"critical":[50],"aspects:":[51],"semantic":[52,132],"understanding":[53],"and":[54,74,108,134],"forensic":[55,109,135],"integrity.We":[56],"use":[57],"datasets":[60],"assess":[62],"performance":[64,94],"techniques":[68],"Visual":[70],"Question":[71],"Answering":[72],"(VQA)":[73],"copy-move":[75],"forgery":[76],"detection":[77],"tasks.Our":[78],"findings":[79],"indicate":[80],"changes":[84],"introduced":[85],"by":[86],"do":[89],"not":[90],"significantly":[91],"degrade":[92],"state-ofthe-art":[96],"solutions.In":[97],"experiments,":[99],"neurally":[100],"compressed":[101],"images":[102],"sufficiently":[103],"preserved":[104],"original":[106],"semantics":[107],"traces.Moreover,":[110],"compared":[111],"lossy":[113,153],"techniques,":[114],"e.g.,":[115],"JPEG":[116],"at":[118,138],"similar":[119],"bit-per-pixel":[120],"(bpp)":[121],"rates,":[122],"demonstrates":[125],"a":[126,149],"superior":[127],"preserve":[130],"both":[131],"content":[133],"traces,":[136],"even":[137],"high":[139],"levels.Our":[141],"results":[142],"suggest":[143],"may":[147],"provide":[148],"viable":[150],"alternative":[151],"for":[155],"images.":[157]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
