{"id":"https://openalex.org/W1966833203","doi":"https://doi.org/10.1145/2816795.2818109","title":"Deviation magnification","display_name":"Deviation magnification","publication_year":2015,"publication_date":"2015-10-27","ids":{"openalex":"https://openalex.org/W1966833203","doi":"https://doi.org/10.1145/2816795.2818109","mag":"1966833203"},"language":"en","primary_location":{"id":"doi:10.1145/2816795.2818109","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2816795.2818109","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/2816795.2818109","source":{"id":"https://openalex.org/S185367456","display_name":"ACM Transactions on Graphics","issn_l":"0730-0301","issn":["0730-0301","1557-7368"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Graphics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/2816795.2818109","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087034138","display_name":"Neal Wadhwa","orcid":"https://orcid.org/0009-0008-1874-563X"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Neal Wadhwa","raw_affiliation_strings":["MIT Computer Science and Artificial Intelligence Laboratory","MIT, Computer Science and Artificial Intelligence Laboratory"],"affiliations":[{"raw_affiliation_string":"MIT Computer Science and Artificial Intelligence Laboratory","institution_ids":[]},{"raw_affiliation_string":"MIT, Computer Science and Artificial Intelligence Laboratory","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058866986","display_name":"Tali Dekel","orcid":"https://orcid.org/0000-0003-3703-0783"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tali Dekel","raw_affiliation_strings":["MIT Computer Science and Artificial Intelligence Laboratory","MIT, Computer Science and Artificial Intelligence Laboratory"],"affiliations":[{"raw_affiliation_string":"MIT Computer Science and Artificial Intelligence Laboratory","institution_ids":[]},{"raw_affiliation_string":"MIT, Computer Science and Artificial Intelligence Laboratory","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085365474","display_name":"Donglai Wei","orcid":"https://orcid.org/0000-0002-2329-5484"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Donglai Wei","raw_affiliation_strings":["MIT Computer Science and Artificial Intelligence Laboratory","MIT, Computer Science and Artificial Intelligence Laboratory"],"affiliations":[{"raw_affiliation_string":"MIT Computer Science and Artificial Intelligence Laboratory","institution_ids":[]},{"raw_affiliation_string":"MIT, Computer Science and Artificial Intelligence Laboratory","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075155488","display_name":"Fr\u00e9do Durand","orcid":"https://orcid.org/0000-0001-9919-069X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fr\u00e9do Durand","raw_affiliation_strings":["MIT Computer Science and Artificial Intelligence Laboratory","MIT, Computer Science and Artificial Intelligence Laboratory"],"affiliations":[{"raw_affiliation_string":"MIT Computer Science and Artificial Intelligence Laboratory","institution_ids":[]},{"raw_affiliation_string":"MIT, Computer Science and Artificial Intelligence Laboratory","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074429265","display_name":"William T. Freeman","orcid":"https://orcid.org/0000-0002-2231-7995"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"William T. Freeman","raw_affiliation_strings":["MIT Computer Science and Artificial Intelligence Laboratory","MIT, Computer Science and Artificial Intelligence Laboratory"],"affiliations":[{"raw_affiliation_string":"MIT Computer Science and Artificial Intelligence Laboratory","institution_ids":[]},{"raw_affiliation_string":"MIT, Computer Science and Artificial Intelligence Laboratory","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5087034138"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.4976,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.87999081,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"34","issue":"6","first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12549","display_name":"Image and Object Detection Techniques","score":0.9987999796867371,"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/T12549","display_name":"Image and Object Detection Techniques","score":0.9987999796867371,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9987000226974487,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/correctness","display_name":"Correctness","score":0.7231733202934265},{"id":"https://openalex.org/keywords/magnification","display_name":"Magnification","score":0.6267504096031189},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6219383478164673},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.547659695148468},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5186868906021118},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.49124401807785034},{"id":"https://openalex.org/keywords/parametric-statistics","display_name":"Parametric statistics","score":0.4872268736362457},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.35761135816574097},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.33743226528167725},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.30037108063697815},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.08135703206062317}],"concepts":[{"id":"https://openalex.org/C55439883","wikidata":"https://www.wikidata.org/wiki/Q360812","display_name":"Correctness","level":2,"score":0.7231733202934265},{"id":"https://openalex.org/C4144372","wikidata":"https://www.wikidata.org/wiki/Q675287","display_name":"Magnification","level":2,"score":0.6267504096031189},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6219383478164673},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.547659695148468},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5186868906021118},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.49124401807785034},{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.4872268736362457},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.35761135816574097},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.33743226528167725},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.30037108063697815},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.08135703206062317}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/2816795.2818109","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2816795.2818109","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/2816795.2818109","source":{"id":"https://openalex.org/S185367456","display_name":"ACM Transactions on Graphics","issn_l":"0730-0301","issn":["0730-0301","1557-7368"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Graphics","raw_type":"journal-article"},{"id":"pmh:oai:dspace.mit.edu:1721.1/99938","is_oa":true,"landing_page_url":"http://hdl.handle.net/1721.1/99938","pdf_url":null,"source":{"id":"https://openalex.org/S4306400425","display_name":"DSpace@MIT (Massachusetts Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I63966007","host_organization_name":"Massachusetts Institute of Technology","host_organization_lineage":["https://openalex.org/I63966007"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Dekel","raw_type":"http://purl.org/eprint/type/ConferencePaper"}],"best_oa_location":{"id":"doi:10.1145/2816795.2818109","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2816795.2818109","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/2816795.2818109","source":{"id":"https://openalex.org/S185367456","display_name":"ACM Transactions on Graphics","issn_l":"0730-0301","issn":["0730-0301","1557-7368"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Graphics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6100000143051147,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G1897657968","display_name":null,"funder_award_id":"N00014-09-1-1051","funder_id":"https://openalex.org/F4320333591","funder_display_name":"Multidisciplinary University Research Initiative"},{"id":"https://openalex.org/G4785030044","display_name":null,"funder_award_id":"N00014-09-1-1051","funder_id":"https://openalex.org/F4320337345","funder_display_name":"Office of Naval Research"},{"id":"https://openalex.org/G5911349942","display_name":"CGV: Large: Collaborative Research: Analyzing Images Through Time","funder_award_id":"1111415","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G720472407","display_name":null,"funder_award_id":"CGV-1111415","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8876996369","display_name":null,"funder_award_id":"N00014","funder_id":"https://openalex.org/F4320337345","funder_display_name":"Office of Naval Research"},{"id":"https://openalex.org/G991276218","display_name":null,"funder_award_id":"N00014-09-1-1051","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320333591","display_name":"Multidisciplinary University Research Initiative","ror":null},{"id":"https://openalex.org/F4320337345","display_name":"Office of Naval Research","ror":"https://ror.org/00rk2pe57"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1966833203.pdf","grobid_xml":"https://content.openalex.org/works/W1966833203.grobid-xml"},"referenced_works_count":62,"referenced_works":["https://openalex.org/W42608107","https://openalex.org/W57556246","https://openalex.org/W286871385","https://openalex.org/W939296870","https://openalex.org/W958667028","https://openalex.org/W1168579066","https://openalex.org/W1427204848","https://openalex.org/W1573350472","https://openalex.org/W1575621145","https://openalex.org/W1641722317","https://openalex.org/W1748481449","https://openalex.org/W1857104541","https://openalex.org/W1880105878","https://openalex.org/W1899297403","https://openalex.org/W1931205118","https://openalex.org/W1953147873","https://openalex.org/W1963553290","https://openalex.org/W1968309643","https://openalex.org/W1988918871","https://openalex.org/W1990370049","https://openalex.org/W1991605728","https://openalex.org/W1998391547","https://openalex.org/W2011115710","https://openalex.org/W2033819227","https://openalex.org/W2035773017","https://openalex.org/W2047637920","https://openalex.org/W2078085827","https://openalex.org/W2085261163","https://openalex.org/W2095905764","https://openalex.org/W2118877769","https://openalex.org/W2122186347","https://openalex.org/W2128874260","https://openalex.org/W2129587342","https://openalex.org/W2135079687","https://openalex.org/W2136154655","https://openalex.org/W2145023731","https://openalex.org/W2149868861","https://openalex.org/W2151049637","https://openalex.org/W2165914352","https://openalex.org/W2195354880","https://openalex.org/W2236529829","https://openalex.org/W2237250383","https://openalex.org/W2275441649","https://openalex.org/W2283678755","https://openalex.org/W2289463685","https://openalex.org/W2294052718","https://openalex.org/W2297458498","https://openalex.org/W2402511605","https://openalex.org/W2418051956","https://openalex.org/W2462324036","https://openalex.org/W2500005906","https://openalex.org/W2543441917","https://openalex.org/W2566661707","https://openalex.org/W2609203923","https://openalex.org/W2765161117","https://openalex.org/W2766176060","https://openalex.org/W2793261321","https://openalex.org/W3151474959","https://openalex.org/W3152060362","https://openalex.org/W4236965008","https://openalex.org/W6634479482","https://openalex.org/W6641030993"],"related_works":["https://openalex.org/W2041117173","https://openalex.org/W4256609757","https://openalex.org/W2152595177","https://openalex.org/W2404647514","https://openalex.org/W1667647204","https://openalex.org/W1810141276","https://openalex.org/W2005715326","https://openalex.org/W4247536566","https://openalex.org/W2418534670","https://openalex.org/W2022127494"],"abstract_inverted_index":{"Structures":[0],"and":[1,38,76,94,106],"objects":[2,27,69],"are":[3,88],"often":[4],"supposed":[5],"to":[6,20,36,68,109],"have":[7],"idealized":[8,31],"geometries":[9,87],"such":[10,40],"as":[11,63],"straight":[12],"lines":[13],"or":[14],"circles.":[15],"Although":[16],"not":[17],"always":[18],"visible":[19],"the":[21,73,83,92],"naked":[22],"eye,":[23],"in":[24,81],"reality,":[25],"these":[26],"deviate":[28],"from":[29,85],"their":[30],"models.":[32],"Our":[33,53],"goal":[34],"is":[35],"reveal":[37],"visualize":[39],"subtle":[41],"geometric":[42,74],"deviations,":[43,75],"which":[44,82],"can":[45],"contain":[46],"useful,":[47],"surprising":[48],"information":[49],"about":[50],"our":[51,97],"world.":[52],"framework,":[54],"termed":[55],"Deviation":[56],"Magnification":[57],",":[58],"takes":[59],"a":[60,103],"still":[61],"image":[62,80],"input,":[64],"fits":[65],"parametric":[66],"models":[67],"of":[70,96],"interest,":[71],"computes":[72],"renders":[77],"an":[78],"output":[79],"departures":[84],"ideal":[86],"exaggerated.":[89],"We":[90],"demonstrate":[91],"correctness":[93],"usefulness":[95],"method":[98],"through":[99],"quantitative":[100],"evaluation":[101],"on":[102],"synthetic":[104],"dataset":[105],"by":[107],"application":[108],"challenging":[110],"natural":[111],"images.":[112]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
