{"id":"https://openalex.org/W7141564029","doi":"https://doi.org/10.26599/cvm.2025.9450461","title":"DarkVision: A Benchmark and Study for Low-Light Image/Video Analysis","display_name":"DarkVision: A Benchmark and Study for Low-Light Image/Video Analysis","publication_year":2026,"publication_date":"2026-03-27","ids":{"openalex":"https://openalex.org/W7141564029","doi":"https://doi.org/10.26599/cvm.2025.9450461"},"language":"en","primary_location":{"id":"doi:10.26599/cvm.2025.9450461","is_oa":true,"landing_page_url":"https://doi.org/10.26599/cvm.2025.9450461","pdf_url":null,"source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Visual Media","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.26599/cvm.2025.9450461","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5130728120","display_name":"Bo Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Zhang","raw_affiliation_strings":["Tsinghua University,Department of Automation,Beijing,China,100084"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University,Department of Automation,Beijing,China,100084","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130767608","display_name":"Yuchen Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I4210156423","display_name":"National Engineering Research Center for Information Technology in Agriculture","ror":"https://ror.org/04c3j3t84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210156423"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuchen Guo","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology (BNRIST),Beijing,China,100084"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology (BNRIST),Beijing,China,100084","institution_ids":["https://openalex.org/I4210156423"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Runzhao Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Runzhao Yang","raw_affiliation_strings":["Tsinghua University,Department of Automation,Beijing,China,100084"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University,Department of Automation,Beijing,China,100084","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100419461","display_name":"Zhihong Zhang","orcid":"https://orcid.org/0000-0002-2959-3538"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihong Zhang","raw_affiliation_strings":["Tsinghua University,Department of Automation,Beijing,China,100084"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University,Department of Automation,Beijing,China,100084","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100928892","display_name":"Jiayi Xie","orcid":"https://orcid.org/0000-0002-8712-326X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayi Xie","raw_affiliation_strings":["Tsinghua University,Department of Automation,Beijing,China,100084"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University,Department of Automation,Beijing,China,100084","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5130773812","display_name":"Jinli Suo","orcid":null},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinli Suo","raw_affiliation_strings":["Tsinghua University,Department of Automation,Beijing,China,100084"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University,Department of Automation,Beijing,China,100084","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31876063,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":"3","first_page":"615","last_page":"642"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.23680000007152557,"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":0.23680000007152557,"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":0.16840000450611115,"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/T11019","display_name":"Image Enhancement Techniques","score":0.08299999684095383,"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/benchmark","display_name":"Benchmark (surveying)","score":0.7060999870300293},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics","score":0.5636000037193298},{"id":"https://openalex.org/keywords/graphics","display_name":"Graphics","score":0.42410001158714294},{"id":"https://openalex.org/keywords/computer-applications","display_name":"Computer Applications","score":0.29280000925064087}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7060999870300293},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6987000107765198},{"id":"https://openalex.org/C77660652","wikidata":"https://www.wikidata.org/wiki/Q150971","display_name":"Computer graphics","level":2,"score":0.5636000037193298},{"id":"https://openalex.org/C21442007","wikidata":"https://www.wikidata.org/wiki/Q1027879","display_name":"Graphics","level":2,"score":0.42410001158714294},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.34150001406669617},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32199999690055847},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3070000112056732},{"id":"https://openalex.org/C545109879","wikidata":"https://www.wikidata.org/wiki/Q5157412","display_name":"Computer Applications","level":2,"score":0.29280000925064087},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.27090001106262207},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.2515000104904175},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.25060001015663147}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.26599/cvm.2025.9450461","is_oa":true,"landing_page_url":"https://doi.org/10.26599/cvm.2025.9450461","pdf_url":null,"source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Visual Media","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:4b38ddbb69e44166a78663bc96b4e0c8","is_oa":false,"landing_page_url":"https://doaj.org/article/4b38ddbb69e44166a78663bc96b4e0c8","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational Visual Media, Vol 12, Iss 3, Pp 615-642 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.26599/cvm.2025.9450461","is_oa":true,"landing_page_url":"https://doi.org/10.26599/cvm.2025.9450461","pdf_url":null,"source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Visual Media","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3833898155","display_name":null,"funder_award_id":"62088102","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6705445272","display_name":null,"funder_award_id":"Z200021","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Low-light":[0],"image/video":[1,50,92,199,260],"analysis":[2],"is":[3],"essential":[4],"for":[5,35,48,68,116,174,198],"various":[6],"applications,":[7],"e.g.,":[8],"night":[9],"surveillance":[10],"and":[11,15,32,52,71,94,101,118,134,180,187,201,228,244,262],"photography,":[12],"high-speed":[13],"imaging,":[14],"autonomous":[16],"vehicles.":[17],"Under":[18],"such":[19,38],"conditions,":[20],"cameras":[21,158],"suffer":[22],"from":[23,131,170],"low":[24],"signal-to-noise":[25],"ratio,":[26],"which":[27,108],"degrades":[28],"image":[29,242],"quality":[30,161],"severely":[31],"poses":[33],"challenges":[34],"downstream":[36],"tasks":[37],"as":[39,265,267],"object":[40,95,189,202,229,245,263],"detection.":[41,246],"Data-driven":[42],"methods":[43],"have":[44],"achieved":[45],"enormous":[46],"success":[47],"normal-light":[49],"restoration":[51],"high-level":[53],"vision":[54],"tasks.":[55],"However,":[56],"the":[57,83,109,171,223,239,254],"lack":[58],"of":[59,125,137,144,159,212,225],"a":[60,113],"high-quality":[61],"benchmark":[62],"dataset":[63,121],"with":[64,104,129,141],"accurate":[65],"semantic":[66],"annotations":[67],"low-light":[69,87,259],"images":[70,124,179],"especially":[72],"videos":[73,182],"greatly":[74],"hinders":[75],"research":[76],"progress.":[77],"In":[78],"this":[79],"paper,":[80],"we":[81,195,214,237],"contribute":[82],"first":[84],"multi-illuminance,":[85],"multi-camera,":[86],"dataset,":[88],"DarkVision,":[89,194,213],"serving":[90],"both":[91,258],"enhancement":[93,117,200,227,243,261],"detection":[96,203,230],"applications.":[97],"We":[98,247],"provide":[99],"bright":[100,110],"dark":[102],"pairs":[103],"pixel-wise":[105],"registration,":[106],"in":[107,191,257],"counterpart":[111],"provides":[112],"reliable":[114],"reference":[115],"annotation.":[119],"This":[120],"comprises":[122],"13,455":[123],"900":[126],"static":[127,178],"scenes":[128,140],"objects":[130],"15":[132],"categories,":[133],"89,411":[135],"frames":[136],"32":[138],"dynamic":[139,181],"4":[142],"categories":[143],"objects.":[145],"For":[146],"each":[147],"scene,":[148],"images/videos":[149],"were":[150],"captured":[151],"at":[152],"5":[153],"illuminance":[154],"levels":[155],"using":[156],"three":[157],"different":[160],"grades;":[162],"average":[163],"photon":[164],"numbers":[165],"can":[166,250],"be":[167],"reliably":[168],"estimated":[169],"calibration":[172],"curves":[173],"quantitative":[175],"studies.":[176,270],"The":[177],"respectively":[183,231],"contain":[184],"around":[185],"7344":[186],"320,667":[188],"instances":[190],"total.":[192],"With":[193],"establish":[196],"baselines":[197],"by":[204,232],"representative":[205],"algorithms.":[206],"To":[207],"demonstrate":[208],"an":[209],"exemplary":[210],"application":[211],"propose":[215],"two":[216],"simple":[217],"yet":[218],"effective":[219],"approaches":[220],"to":[221,252],"improve":[222],"performance":[224],"video":[226],"exploiting":[233],"temporal":[234],"cues.":[235],"Furthermore,":[236],"study":[238],"relationship":[240],"between":[241],"believe":[248],"DarkVision":[249],"help":[251],"advance":[253],"state-of-the":[255],"art":[256],"detection,":[264],"well":[266],"benefiting":[268],"cross-task":[269]},"counts_by_year":[],"updated_date":"2026-07-08T08:33:18.762332","created_date":"2026-03-28T00:00:00"}
