{"id":"https://openalex.org/W2965688299","doi":"https://doi.org/10.1145/3306307.3328150","title":"Machine-learning denoising in feature film production","display_name":"Machine-learning denoising in feature film production","publication_year":2019,"publication_date":"2019-07-28","ids":{"openalex":"https://openalex.org/W2965688299","doi":"https://doi.org/10.1145/3306307.3328150","mag":"2965688299"},"language":"en","primary_location":{"id":"doi:10.1145/3306307.3328150","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3306307.3328150","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM SIGGRAPH 2019 Talks","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/A5090500104","display_name":"Henrik Dahlberg","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Henrik Dahlberg","raw_affiliation_strings":["Industrial Light & Magic"],"affiliations":[{"raw_affiliation_string":"Industrial Light & Magic","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004955097","display_name":"David A. Adler","orcid":"https://orcid.org/0000-0003-2619-4256"},"institutions":[{"id":"https://openalex.org/I4210142140","display_name":"Walt Disney (United States)","ror":"https://ror.org/04eg47h42","country_code":"US","type":"company","lineage":["https://openalex.org/I4210142140"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Adler","raw_affiliation_strings":["Walt Disney Animation Studios"],"affiliations":[{"raw_affiliation_string":"Walt Disney Animation Studios","institution_ids":["https://openalex.org/I4210142140"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034935261","display_name":"Jeremy Newlin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jeremy Newlin","raw_affiliation_strings":["Pixar Animation Studios"],"affiliations":[{"raw_affiliation_string":"Pixar Animation Studios","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5090500104"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6073,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.72134368,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"2"},"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":0.9941999912261963,"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":0.9941999912261963,"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/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.982699990272522,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.968500018119812,"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/animation","display_name":"Animation","score":0.6769899725914001},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6634036302566528},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6072763204574585},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.6064535975456238},{"id":"https://openalex.org/keywords/feature-film","display_name":"Feature film","score":0.5927206873893738},{"id":"https://openalex.org/keywords/magic","display_name":"MAGIC (telescope)","score":0.5375733971595764},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5353375673294067},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5231303572654724},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.46398118138313293},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.4444041848182678},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4239661693572998},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.42144298553466797},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37077948451042175},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.34607887268066406},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3422202467918396},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.18039920926094055},{"id":"https://openalex.org/keywords/visual-arts","display_name":"Visual arts","score":0.17211464047431946},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.13678285479545593},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09376749396324158},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08147293329238892}],"concepts":[{"id":"https://openalex.org/C502989409","wikidata":"https://www.wikidata.org/wiki/Q11425","display_name":"Animation","level":2,"score":0.6769899725914001},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6634036302566528},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6072763204574585},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.6064535975456238},{"id":"https://openalex.org/C2992486779","wikidata":"https://www.wikidata.org/wiki/Q24869","display_name":"Feature film","level":3,"score":0.5927206873893738},{"id":"https://openalex.org/C2777704519","wikidata":"https://www.wikidata.org/wiki/Q45732","display_name":"MAGIC (telescope)","level":2,"score":0.5375733971595764},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5353375673294067},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5231303572654724},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.46398118138313293},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.4444041848182678},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4239661693572998},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.42144298553466797},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37077948451042175},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.34607887268066406},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3422202467918396},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.18039920926094055},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.17211464047431946},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.13678285479545593},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09376749396324158},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08147293329238892},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C519580073","wikidata":"https://www.wikidata.org/wiki/Q41253","display_name":"Movie theater","level":2,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3306307.3328150","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3306307.3328150","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM SIGGRAPH 2019 Talks","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4699999988079071,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W2005081240","https://openalex.org/W2811168853","https://openalex.org/W2884503874"],"related_works":["https://openalex.org/W635799472","https://openalex.org/W4310844315","https://openalex.org/W3096088896","https://openalex.org/W2532377291","https://openalex.org/W2000013817","https://openalex.org/W4234179797","https://openalex.org/W4296190881","https://openalex.org/W2327877913","https://openalex.org/W2342252323","https://openalex.org/W2366362996"],"abstract_inverted_index":{"We":[0,48],"present":[1],"our":[2],"experience":[3],"deploying":[4],"and":[5,33,64],"using":[6],"machine":[7],"learning":[8],"denoising":[9],"of":[10,17,59],"Monte":[11],"Carlo":[12],"renders":[13],"in":[14,76],"the":[15,31],"production":[16,78],"animated":[18],"feature":[19],"films":[20,43],"such":[21,44],"as":[22,45],"Pixar's":[23],"Toy":[24],"Story":[25],"4,":[26],"Disney":[27],"Animation's":[28],"Ralph":[29],"Breaks":[30],"Internet":[32],"Industrial":[34],"Light":[35],"&":[36],"Magic's":[37],"visual":[38],"effects":[39],"work":[40],"on":[41],"photo-realistic":[42],"Aladdin":[46],"(2019).":[47],"show":[49],"what":[50],"it":[51],"took":[52],"to":[53,72],"move":[54],"from":[55],"an":[56],"R&D":[57],"implementation":[58],"\"Denoising":[60],"with":[61],"Kernel":[62],"Prediction":[63],"Asymmetric":[65],"Loss":[66],"Functions\"":[67],"[Vogels":[68],"et":[69],"al.":[70],"2018]":[71],"a":[73,77],"practical":[74],"tool":[75],"pipeline.":[79]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}