{"id":"https://openalex.org/W3085129806","doi":"https://doi.org/10.1145/3408865","title":"DeepMag","display_name":"DeepMag","publication_year":2020,"publication_date":"2020-09-09","ids":{"openalex":"https://openalex.org/W3085129806","doi":"https://doi.org/10.1145/3408865","mag":"3085129806"},"language":"en","primary_location":{"id":"doi:10.1145/3408865","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3408865","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3408865","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/10.1145/3408865","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010861834","display_name":"Weixuan Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Weixuan Chen","raw_affiliation_strings":["Massachusetts Institute of Technology, Cambridge, Massachusetts"],"raw_orcid":"https://orcid.org/0000-0001-9550-2553","affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology, Cambridge, Massachusetts","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100681741","display_name":"Daniel McDuff","orcid":"https://orcid.org/0000-0001-7313-0082"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel McDuff","raw_affiliation_strings":["Microsoft Research, Redmond, Washington"],"raw_orcid":"https://orcid.org/0000-0001-7313-0082","affiliations":[{"raw_affiliation_string":"Microsoft Research, Redmond, Washington","institution_ids":["https://openalex.org/I1290206253"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1328,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.75809942,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"40","issue":"1","first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":0.9836000204086304,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9675999879837036,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8179917335510254},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7567938566207886},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.7297347784042358},{"id":"https://openalex.org/keywords/magnification","display_name":"Magnification","score":0.7016212344169617},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.5219513773918152},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.48209694027900696},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.46685081720352173},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.44547298550605774}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8179917335510254},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7567938566207886},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.7297347784042358},{"id":"https://openalex.org/C4144372","wikidata":"https://www.wikidata.org/wiki/Q675287","display_name":"Magnification","level":2,"score":0.7016212344169617},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.5219513773918152},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.48209694027900696},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.46685081720352173},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.44547298550605774},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3408865","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3408865","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3408865","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:1721.1/146175","is_oa":true,"landing_page_url":"https://hdl.handle.net/1721.1/146175","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","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ACM","raw_type":"http://purl.org/eprint/type/JournalArticle"}],"best_oa_location":{"id":"doi:10.1145/3408865","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3408865","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3408865","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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3085129806.pdf","grobid_xml":"https://content.openalex.org/works/W3085129806.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1480307828","https://openalex.org/W1984026713","https://openalex.org/W1984554603","https://openalex.org/W1990370049","https://openalex.org/W1998391547","https://openalex.org/W2003922338","https://openalex.org/W2008821584","https://openalex.org/W2010270685","https://openalex.org/W2022174968","https://openalex.org/W2044935899","https://openalex.org/W2069692225","https://openalex.org/W2082046021","https://openalex.org/W2107790757","https://openalex.org/W2127006916","https://openalex.org/W2128585298","https://openalex.org/W2139293067","https://openalex.org/W2165406874","https://openalex.org/W2218803975","https://openalex.org/W2294052718","https://openalex.org/W2311057904","https://openalex.org/W2472200183","https://openalex.org/W2506102335","https://openalex.org/W2520509592","https://openalex.org/W2624413595","https://openalex.org/W2738406145","https://openalex.org/W2898850655","https://openalex.org/W3114284325","https://openalex.org/W3141843041","https://openalex.org/W4236965008","https://openalex.org/W4250928742","https://openalex.org/W6726560570","https://openalex.org/W6772494849"],"related_works":["https://openalex.org/W2041117173","https://openalex.org/W4256609757","https://openalex.org/W2152595177","https://openalex.org/W1810141276","https://openalex.org/W2005715326","https://openalex.org/W2418534670","https://openalex.org/W2022127494","https://openalex.org/W2047186806","https://openalex.org/W2171082272","https://openalex.org/W2023135624"],"abstract_inverted_index":{"Many":[0],"important":[1],"physical":[2],"phenomena":[3],"involve":[4],"subtle":[5,72],"signals":[6,76],"that":[7,67],"are":[8,95],"difficult":[9],"to":[10,129],"observe":[11],"with":[12,47,115,138],"the":[13,41,83,98,111,123,146],"unaided":[14],"eye,":[15],"yet":[16],"visualizing":[17],"them":[18],"can":[19,27],"be":[20],"very":[21],"informative.":[22],"Current":[23],"motion":[24,75],"magnification":[25,70,124],"techniques":[26],"reveal":[28],"these":[29],"small":[30],"temporal":[31],"variations":[32],"in":[33,82],"video,":[34],"but":[35],"require":[36],"precise":[37],"prior":[38],"knowledge":[39],"about":[40],"target":[42],"signal,":[43],"and":[44,74,107,127,142],"cannot":[45],"deal":[46],"interference":[48],"motions":[49,87],"at":[50],"a":[51,78,150],"similar":[52,151],"frequency.":[53],"We":[54],"present":[55],"DeepMag,":[56],"an":[57],"end-to-end":[58],"deep":[59],"neural":[60],"video-processing":[61],"framework":[62],"based":[63],"on":[64,113],"gradient":[65],"ascent":[66],"enables":[68],"automated":[69],"of":[71,85,88,93,100,110,118,125],"color":[73],"from":[77],"specific":[79],"source,":[80],"even":[81],"presence":[84],"large":[86],"various":[89],"velocities.":[90],"The":[91],"advantages":[92],"DeepMag":[94],"highlighted":[96],"via":[97],"task":[99],"video-based":[101],"physiological":[102,147],"visualization.":[103],"Through":[104],"systematic":[105],"quantitative":[106],"qualitative":[108],"evaluation":[109],"approach":[112],"videos":[114,137],"different":[116],"levels":[117],"head":[119],"motion,":[120],"we":[121],"compare":[122],"pulse":[126],"respiration":[128],"existing":[130],"state-of-the-art":[131],"methods.":[132],"Our":[133],"method":[134],"produces":[135],"magnified":[136],"substantially":[139],"fewer":[140],"artifacts":[141],"blurring":[143],"whilst":[144],"magnifying":[145],"changes":[148],"by":[149],"degree.":[152]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2020-09-21T00:00:00"}