{"id":"https://openalex.org/W7138033548","doi":"https://doi.org/10.1609/aaai.v40i7.37461","title":"Semi-Supervised High Dynamic Range Image Reconstructing via Bi-Level Uncertain Area Masking","display_name":"Semi-Supervised High Dynamic Range Image Reconstructing via Bi-Level Uncertain Area Masking","publication_year":2026,"publication_date":"2026-03-14","ids":{"openalex":"https://openalex.org/W7138033548","doi":"https://doi.org/10.1609/aaai.v40i7.37461"},"language":null,"primary_location":{"id":"doi:10.1609/aaai.v40i7.37461","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v40i7.37461","pdf_url":null,"source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1609/aaai.v40i7.37461","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5129715428","display_name":"Wei Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wei Jiang","raw_affiliation_strings":["School of AIA, Huazhong University of Science and Technology"],"affiliations":[{"raw_affiliation_string":"School of AIA, Huazhong University of Science and Technology","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129726746","display_name":"Jiahao Cui","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiahao Cui","raw_affiliation_strings":["School of AIA, Huazhong University of Science and Technology"],"affiliations":[{"raw_affiliation_string":"School of AIA, Huazhong University of Science and Technology","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129669690","display_name":"Yizheng Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yizheng Wu","raw_affiliation_strings":["School of AIA, Huazhong University of Science and Technology"],"affiliations":[{"raw_affiliation_string":"School of AIA, Huazhong University of Science and Technology","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129705997","display_name":"Zhan Peng","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhan Peng","raw_affiliation_strings":["School of AIA, Huazhong University of Science and Technology"],"affiliations":[{"raw_affiliation_string":"School of AIA, Huazhong University of Science and Technology","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129651427","display_name":"Zhiyu Pan","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyu Pan","raw_affiliation_strings":["School of AIA, Huazhong University of Science and Technology"],"affiliations":[{"raw_affiliation_string":"School of AIA, Huazhong University of Science and Technology","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5129752284","display_name":"Zhiguo Cao","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiguo Cao","raw_affiliation_strings":["School of AIA, Huazhong University of Science and Technology"],"affiliations":[{"raw_affiliation_string":"School of AIA, Huazhong University of Science and Technology","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5129715428"],"corresponding_institution_ids":["https://openalex.org/I47720641"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.3261194,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"40","issue":"7","first_page":"5441","last_page":"5449"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":0.9556999802589417,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9556999802589417,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.011800000444054604,"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":0.00839999970048666,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/high-dynamic-range","display_name":"High dynamic range","score":0.7695000171661377},{"id":"https://openalex.org/keywords/masking","display_name":"Masking (illustration)","score":0.7645999789237976},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.6126999855041504},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6069999933242798},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5770999789237976},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.49320000410079956},{"id":"https://openalex.org/keywords/high-dynamic-range-imaging","display_name":"High-dynamic-range imaging","score":0.4499000012874603}],"concepts":[{"id":"https://openalex.org/C2780056265","wikidata":"https://www.wikidata.org/wiki/Q106239881","display_name":"High dynamic range","level":3,"score":0.7695000171661377},{"id":"https://openalex.org/C2777402240","wikidata":"https://www.wikidata.org/wiki/Q6783436","display_name":"Masking (illustration)","level":2,"score":0.7645999789237976},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.7321000099182129},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7159000039100647},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6966999769210815},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.6126999855041504},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6069999933242798},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5770999789237976},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.49320000410079956},{"id":"https://openalex.org/C2781399445","wikidata":"https://www.wikidata.org/wiki/Q309254","display_name":"High-dynamic-range imaging","level":4,"score":0.4499000012874603},{"id":"https://openalex.org/C87133666","wikidata":"https://www.wikidata.org/wiki/Q1161699","display_name":"Dynamic range","level":2,"score":0.44699999690055847},{"id":"https://openalex.org/C2987933465","wikidata":"https://www.wikidata.org/wiki/Q141130","display_name":"Image manipulation","level":3,"score":0.39010000228881836},{"id":"https://openalex.org/C8641274","wikidata":"https://www.wikidata.org/wiki/Q1030958","display_name":"Tone mapping","level":4,"score":0.32330000400543213},{"id":"https://openalex.org/C2776674983","wikidata":"https://www.wikidata.org/wiki/Q545981","display_name":"Image editing","level":3,"score":0.26910001039505005},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.2646999955177307},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.25690001249313354},{"id":"https://openalex.org/C2779200073","wikidata":"https://www.wikidata.org/wiki/Q18395575","display_name":"Visual masking","level":4,"score":0.251800000667572}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1609/aaai.v40i7.37461","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v40i7.37461","pdf_url":null,"source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1609/aaai.v40i7.37461","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v40i7.37461","pdf_url":null,"source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7003270983695984,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Reconstructing":[0],"high":[1],"dynamic":[2,8],"range":[3,9],"(HDR)":[4],"images":[5],"from":[6,71,96,108,146],"low":[7],"(LDR)":[10],"bursts":[11],"plays":[12],"an":[13,116,122],"essential":[14],"role":[15],"in":[16,111],"the":[17,46,72,86,100,104,109,142,147],"computational":[18],"photography.":[19],"Impressive":[20],"progress":[21],"has":[22],"been":[23],"achieved":[24],"by":[25,175],"learning-based":[26],"algorithms":[27],"which":[28,40],"require":[29],"LDR-HDR":[30],"image":[31,51],"pairs.":[32],"However,":[33],"these":[34],"pairs":[35],"are":[36],"hard":[37],"to":[38,43,54,67,128],"obtain,":[39],"motivates":[41],"researchers":[42],"delve":[44],"into":[45],"problem":[47,70],"of":[48,74,132],"annotation-efficient":[49,164],"HDR":[50,60,83,113,157,179],"reconstructing:":[52],"how":[53],"achieve":[55],"comparable":[56,169],"performance":[57,170],"with":[58,171],"limited":[59],"ground":[61],"truths":[62],"(GTs).":[63],"This":[64],"work":[65],"attempts":[66],"address":[68],"this":[69,120,151],"view":[73],"semi-supervised":[75,156],"learning":[76],"where":[77],"a":[78,92],"teacher":[79],"model":[80,94],"generates":[81],"pseudo":[82,97,112,133],"GTs":[84,90,134],"for":[85],"LDR":[87],"samples":[88],"without":[89],"and":[91,138],"student":[93,105,143],"learns":[95],"GTs.":[98,180],"Nevertheless,":[99],"confirmation":[101],"bias,":[102],"i.e.,":[103],"may":[106],"learn":[107,145],"artifacts":[110],"GTs,":[114],"presents":[115],"impediment.":[117],"To":[118],"remove":[119],"impediment,":[121],"uncertainty-based":[123],"masking":[124,153],"process":[125],"is":[126],"proposed":[127],"discard":[129],"unreliable":[130],"parts":[131],"at":[135],"both":[136],"pixel":[137],"patch":[139],"levels,":[140],"then":[141],"can":[144],"trusted":[148],"areas.":[149],"With":[150],"novel":[152],"process,":[154],"our":[155],"reconstructing":[158],"method":[159],"not":[160],"only":[161,177],"outperforms":[162],"previous":[163],"algorithms,":[165],"but":[166],"also":[167],"achieves":[168],"up-to-date":[172],"fully-supervised":[173],"methods":[174],"using":[176],"6.7%":[178]},"counts_by_year":[],"updated_date":"2026-03-20T20:47:17.329874","created_date":"2026-03-18T00:00:00"}