{"id":"https://openalex.org/W2976154969","doi":"https://doi.org/10.1109/iccvw.2019.00475","title":"Deep Video Deblurring: The Devil is in the Details","display_name":"Deep Video Deblurring: The Devil is in the Details","publication_year":2019,"publication_date":"2019-10-01","ids":{"openalex":"https://openalex.org/W2976154969","doi":"https://doi.org/10.1109/iccvw.2019.00475","mag":"2976154969"},"language":"en","primary_location":{"id":"doi:10.1109/iccvw.2019.00475","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccvw.2019.00475","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1909.12196","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042440720","display_name":"Jochen Gast","orcid":null},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technische Universit\u00e4t Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jochen Gast","raw_affiliation_strings":["Department of Computer Science, TU Darmstadt","TU Darmstadt Germany#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, TU Darmstadt","institution_ids":["https://openalex.org/I31512782"]},{"raw_affiliation_string":"TU Darmstadt Germany#TAB#","institution_ids":["https://openalex.org/I31512782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056098625","display_name":"Stefan Roth","orcid":"https://orcid.org/0000-0001-9002-9832"},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technische Universit\u00e4t Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Roth","raw_affiliation_strings":["Department of Computer Science, TU Darmstadt","TU Darmstadt Germany#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, TU Darmstadt","institution_ids":["https://openalex.org/I31512782"]},{"raw_affiliation_string":"TU Darmstadt Germany#TAB#","institution_ids":["https://openalex.org/I31512782"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1017,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.4491001,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"3824","last_page":"3833"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9998999834060669,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9998999834060669,"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":0.9991999864578247,"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":0.9969000220298767,"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/deblurring","display_name":"Deblurring","score":0.9465054273605347},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7857062816619873},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.6996926665306091},{"id":"https://openalex.org/keywords/shake","display_name":"Shake","score":0.6161726117134094},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.6096880435943604},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6046266555786133},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5384604334831238},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.49372395873069763},{"id":"https://openalex.org/keywords/motion-blur","display_name":"Motion blur","score":0.4887421131134033},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4611203372478485},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4205928444862366},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.19585677981376648},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.1517629325389862},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.14145934581756592},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.12665069103240967},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09009048342704773}],"concepts":[{"id":"https://openalex.org/C2777693668","wikidata":"https://www.wikidata.org/wiki/Q25053743","display_name":"Deblurring","level":5,"score":0.9465054273605347},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7857062816619873},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.6996926665306091},{"id":"https://openalex.org/C2779053110","wikidata":"https://www.wikidata.org/wiki/Q7462601","display_name":"Shake","level":2,"score":0.6161726117134094},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.6096880435943604},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6046266555786133},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5384604334831238},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.49372395873069763},{"id":"https://openalex.org/C2777708103","wikidata":"https://www.wikidata.org/wiki/Q852589","display_name":"Motion blur","level":3,"score":0.4887421131134033},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4611203372478485},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4205928444862366},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.19585677981376648},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.1517629325389862},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.14145934581756592},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.12665069103240967},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09009048342704773},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/iccvw.2019.00475","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccvw.2019.00475","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1909.12196","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1909.12196","pdf_url":"https://arxiv.org/pdf/1909.12196","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"mag:2976154969","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1909.12196.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.1909.12196","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1909.12196","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1909.12196","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1909.12196","pdf_url":"https://arxiv.org/pdf/1909.12196","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.7900000214576721,"display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2976154969.pdf","grobid_xml":"https://content.openalex.org/works/W2976154969.grobid-xml"},"referenced_works_count":72,"referenced_works":["https://openalex.org/W233979554","https://openalex.org/W764651262","https://openalex.org/W1457323852","https://openalex.org/W1547225365","https://openalex.org/W1580389772","https://openalex.org/W1598281290","https://openalex.org/W1598936309","https://openalex.org/W1604428010","https://openalex.org/W1677182931","https://openalex.org/W1815076433","https://openalex.org/W1836465849","https://openalex.org/W1916935112","https://openalex.org/W1917431891","https://openalex.org/W1976730913","https://openalex.org/W1979725320","https://openalex.org/W1987075379","https://openalex.org/W1992309968","https://openalex.org/W2032506791","https://openalex.org/W2036682493","https://openalex.org/W2044005793","https://openalex.org/W2054619618","https://openalex.org/W2055616670","https://openalex.org/W2057480797","https://openalex.org/W2096621047","https://openalex.org/W2098535678","https://openalex.org/W2118456997","https://openalex.org/W2132244934","https://openalex.org/W2133957619","https://openalex.org/W2138204001","https://openalex.org/W2141115311","https://openalex.org/W2165746464","https://openalex.org/W2167307343","https://openalex.org/W2169574628","https://openalex.org/W2300657047","https://openalex.org/W2338834876","https://openalex.org/W2474628748","https://openalex.org/W2560474170","https://openalex.org/W2560533888","https://openalex.org/W2564023417","https://openalex.org/W2579111433","https://openalex.org/W2609107023","https://openalex.org/W2738579427","https://openalex.org/W2783270001","https://openalex.org/W2796314858","https://openalex.org/W2895361760","https://openalex.org/W2895692022","https://openalex.org/W2945348131","https://openalex.org/W2948208276","https://openalex.org/W2963173190","https://openalex.org/W2963312584","https://openalex.org/W2963661589","https://openalex.org/W2963782415","https://openalex.org/W2963945023","https://openalex.org/W2963996760","https://openalex.org/W2964030969","https://openalex.org/W2964051148","https://openalex.org/W2964121744","https://openalex.org/W2964123261","https://openalex.org/W2965669158","https://openalex.org/W3101787898","https://openalex.org/W6631190155","https://openalex.org/W6638545294","https://openalex.org/W6638667902","https://openalex.org/W6640214449","https://openalex.org/W6645297975","https://openalex.org/W6658772490","https://openalex.org/W6664231216","https://openalex.org/W6684531174","https://openalex.org/W6698043622","https://openalex.org/W6721025879","https://openalex.org/W6746090280","https://openalex.org/W6755208749"],"related_works":["https://openalex.org/W2997368531","https://openalex.org/W3170574473","https://openalex.org/W2556882396","https://openalex.org/W3116141523","https://openalex.org/W3204098242","https://openalex.org/W3037925043","https://openalex.org/W3129899749","https://openalex.org/W3088239623","https://openalex.org/W3119408778","https://openalex.org/W2806240182","https://openalex.org/W2709306298","https://openalex.org/W2910141298","https://openalex.org/W3199015750","https://openalex.org/W3089465232","https://openalex.org/W3198847075","https://openalex.org/W2756879370","https://openalex.org/W2898033983","https://openalex.org/W3126721948","https://openalex.org/W3139100016","https://openalex.org/W2963492039"],"abstract_inverted_index":{"Video":[0],"deblurring":[1],"for":[2],"hand-held":[3],"cameras":[4],"is":[5,13,61,132],"a":[6,50,76,104,109],"challenging":[7],"task,":[8],"since":[9],"the":[10,64,98,123,126],"underlying":[11],"blur":[12],"caused":[14],"by":[15,32,38,108],"both":[16],"camera":[17],"shake":[18],"and":[19,68,88,100],"object":[20],"motion.":[21],"State-of-the-art":[22],"deep":[23],"networks":[24],"exploit":[25],"temporal":[26],"information":[27],"from":[28],"neighboring":[29],"frames,":[30],"either":[31],"means":[33],"of":[34,66,103],"spatio-temporal":[35],"transformers":[36],"or":[37,138],"recurrent":[39],"architectures.":[40],"In":[41],"contrast":[42],"to":[43,96,135,141],"these":[44,80,92],"involved":[45],"models,":[46],"we":[47,74],"found":[48],"that":[49,72,113],"simple":[51,105],"baseline":[52,106],"CNN":[53,107],"can":[54],"perform":[55],"astonishingly":[56],"well":[57],"when":[58],"particular":[59],"care":[60],"taken":[62],"w.r.t.":[63,118],"details":[65,93],"model":[67],"training":[69,101],"procedure.":[70],"To":[71],"end,":[73],"conduct":[75],"comprehensive":[77],"study":[78],"regarding":[79],"crucial":[81,145],"details,":[82],"uncovering":[83],"extreme":[84],"differences":[85],"in":[86],"quantitative":[87],"qualitative":[89],"performance.":[90],"Exploiting":[91],"allows":[94],"us":[95],"boost":[97],"architecture":[99],"procedure":[102],"staggering":[110],"3.15dB,":[111],"such":[112,142],"it":[114],"becomes":[115],"highly":[116],"competitive":[117],"cutting-edge":[119],"networks.":[120],"This":[121],"raises":[122],"question":[124],"whether":[125],"reported":[127],"accuracy":[128],"difference":[129],"between":[130],"models":[131],"always":[133],"due":[134],"technical":[136],"contributions":[137],"also":[139],"subject":[140],"orthogonal,":[143],"but":[144],"details.":[146]},"counts_by_year":[{"year":2020,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
