{"id":"https://openalex.org/W4417308573","doi":"https://doi.org/10.1093/llc/fqaf121","title":"Diff-BAM: a generalized adaptive diffusion model for cultural heritage image inpainting","display_name":"Diff-BAM: a generalized adaptive diffusion model for cultural heritage image inpainting","publication_year":2025,"publication_date":"2025-11-13","ids":{"openalex":"https://openalex.org/W4417308573","doi":"https://doi.org/10.1093/llc/fqaf121"},"language":"en","primary_location":{"id":"doi:10.1093/llc/fqaf121","is_oa":false,"landing_page_url":"https://doi.org/10.1093/llc/fqaf121","pdf_url":null,"source":{"id":"https://openalex.org/S2734814886","display_name":"Digital Scholarship in the Humanities","issn_l":"2055-7671","issn":["2055-7671","2055-768X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Digital Scholarship in the Humanities","raw_type":"journal-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/A5101611041","display_name":"Jiana Meng","orcid":"https://orcid.org/0000-0002-7220-5748"},"institutions":[{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]},{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiana Meng","raw_affiliation_strings":["School of Computer Science and Engineering, Dalian Minzu University , Dalian 116600,","School of Computer Science and Engineering, Dalian Minzu University, Dalian 116600, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University , Dalian 116600,","institution_ids":["https://openalex.org/I4210092944","https://openalex.org/I61565387"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University, Dalian 116600, China","institution_ids":["https://openalex.org/I61565387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100525517","display_name":"Lijie Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]},{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lijie Zheng","raw_affiliation_strings":["School of Computer Science and Engineering, Dalian Minzu University , Dalian 116600,","School of Computer Science and Engineering, Dalian Minzu University, Dalian 116600, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University , Dalian 116600,","institution_ids":["https://openalex.org/I4210092944","https://openalex.org/I61565387"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University, Dalian 116600, China","institution_ids":["https://openalex.org/I61565387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024011609","display_name":"Yuhai Yu","orcid":"https://orcid.org/0000-0002-7827-3143"},"institutions":[{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]},{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuhai Yu","raw_affiliation_strings":["School of Computer Science and Engineering, Dalian Minzu University , Dalian 116600,","School of Computer Science and Engineering, Dalian Minzu University, Dalian 116600, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University , Dalian 116600,","institution_ids":["https://openalex.org/I4210092944","https://openalex.org/I61565387"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University, Dalian 116600, China","institution_ids":["https://openalex.org/I61565387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115594613","display_name":"Zeyu Wang","orcid":"https://orcid.org/0000-0002-0542-3534"},"institutions":[{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]},{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeyu Wang","raw_affiliation_strings":["School of Computer Science and Engineering, Dalian Minzu University , Dalian 116600,","School of Computer Science and Engineering, Dalian Minzu University, Dalian 116600, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University , Dalian 116600,","institution_ids":["https://openalex.org/I4210092944","https://openalex.org/I61565387"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University, Dalian 116600, China","institution_ids":["https://openalex.org/I61565387"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086547689","display_name":"Zongying Liu","orcid":"https://orcid.org/0000-0003-3658-3511"},"institutions":[{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]},{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongying Liu","raw_affiliation_strings":["School of Computer Science and Engineering, Dalian Minzu University , Dalian 116600,","School of Computer Science and Engineering, Dalian Minzu University, Dalian 116600, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University , Dalian 116600,","institution_ids":["https://openalex.org/I4210092944","https://openalex.org/I61565387"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Dalian Minzu University, Dalian 116600, China","institution_ids":["https://openalex.org/I61565387"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5024011609"],"corresponding_institution_ids":["https://openalex.org/I4210092944","https://openalex.org/I61565387"],"apc_list":{"value":2522,"currency":"GBP","value_usd":3093},"apc_paid":null,"fwci":1.0951,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.80394417,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"41","issue":"1","first_page":"288","last_page":"301"},"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":0.9056000113487244,"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":0.9056000113487244,"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/T12650","display_name":"Aesthetic Perception and Analysis","score":0.024299999698996544,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.008700000122189522,"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/inpainting","display_name":"Inpainting","score":0.9825000166893005},{"id":"https://openalex.org/keywords/cultural-artifact","display_name":"Cultural artifact","score":0.6567999720573425},{"id":"https://openalex.org/keywords/cultural-heritage","display_name":"Cultural heritage","score":0.5857999920845032},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5396999716758728},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5239999890327454},{"id":"https://openalex.org/keywords/artifact","display_name":"Artifact (error)","score":0.4799000024795532},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.41760000586509705},{"id":"https://openalex.org/keywords/mainstream","display_name":"Mainstream","score":0.4066999852657318},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.4002000093460083}],"concepts":[{"id":"https://openalex.org/C11727466","wikidata":"https://www.wikidata.org/wiki/Q1628157","display_name":"Inpainting","level":3,"score":0.9825000166893005},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6919000148773193},{"id":"https://openalex.org/C115233962","wikidata":"https://www.wikidata.org/wiki/Q1791627","display_name":"Cultural artifact","level":2,"score":0.6567999720573425},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6491000056266785},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6026999950408936},{"id":"https://openalex.org/C60671577","wikidata":"https://www.wikidata.org/wiki/Q210272","display_name":"Cultural heritage","level":2,"score":0.5857999920845032},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5396999716758728},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5239999890327454},{"id":"https://openalex.org/C2779010991","wikidata":"https://www.wikidata.org/wiki/Q2720909","display_name":"Artifact (error)","level":2,"score":0.4799000024795532},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.41760000586509705},{"id":"https://openalex.org/C2777617010","wikidata":"https://www.wikidata.org/wiki/Q18957","display_name":"Mainstream","level":2,"score":0.4066999852657318},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.4002000093460083},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.37459999322891235},{"id":"https://openalex.org/C205783811","wikidata":"https://www.wikidata.org/wiki/Q11629","display_name":"Painting","level":2,"score":0.3662000000476837},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32600000500679016},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.3237000107765198},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.32330000400543213},{"id":"https://openalex.org/C42781572","wikidata":"https://www.wikidata.org/wiki/Q1250322","display_name":"Digital image","level":4,"score":0.28790000081062317},{"id":"https://openalex.org/C30814859","wikidata":"https://www.wikidata.org/wiki/Q4119603","display_name":"Video denoising","level":5,"score":0.2818000018596649},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.27480000257492065},{"id":"https://openalex.org/C200873422","wikidata":"https://www.wikidata.org/wiki/Q5448821","display_name":"Filling-in","level":2,"score":0.274399995803833},{"id":"https://openalex.org/C2983327147","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Image denoising","level":3,"score":0.27320000529289246},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.2718000113964081},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.2596000134944916},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.257999986410141},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.25270000100135803}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1093/llc/fqaf121","is_oa":false,"landing_page_url":"https://doi.org/10.1093/llc/fqaf121","pdf_url":null,"source":{"id":"https://openalex.org/S2734814886","display_name":"Digital Scholarship in the Humanities","issn_l":"2055-7671","issn":["2055-7671","2055-768X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Digital Scholarship in the Humanities","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G158864038","display_name":null,"funder_award_id":"62401097","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1617566186","display_name":null,"funder_award_id":"23YJA860010","funder_id":"https://openalex.org/F4320311039","funder_display_name":"Ministry of Higher Education and Scientific Research"}],"funders":[{"id":"https://openalex.org/F4320311039","display_name":"Ministry of Higher Education and Scientific Research","ror":"https://ror.org/00kab6t91"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1498436455","https://openalex.org/W2105038642","https://openalex.org/W2171011251","https://openalex.org/W2738588019","https://openalex.org/W2798365772","https://openalex.org/W2810399501","https://openalex.org/W2947622416","https://openalex.org/W2963420272","https://openalex.org/W2972374322","https://openalex.org/W2982763192","https://openalex.org/W3034419329","https://openalex.org/W3043547428","https://openalex.org/W3096831136","https://openalex.org/W3119955046","https://openalex.org/W3174754903","https://openalex.org/W4304092096","https://openalex.org/W4312697499","https://openalex.org/W4312933868","https://openalex.org/W4313051036","https://openalex.org/W4382459088","https://openalex.org/W4390956343","https://openalex.org/W4392405703","https://openalex.org/W4402753751","https://openalex.org/W4402757840"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Cultural":[1],"heritage,":[2,182],"as":[3],"a":[4,108,134,138],"precious":[5],"carrier":[6],"of":[7,28,97,126,156,167,174,180],"history":[8],"and":[9,14,42,55,70,79,88,137,159,186],"culture,":[10],"embodies":[11],"profound":[12],"artistic":[13],"historical":[15],"value.":[16],"However,":[17],"over":[18],"time,":[19],"cultural":[20,64,181],"heritage":[21,65],"items":[22],"are":[23],"vulnerable":[24],"to":[25,31,48,93,116,123],"varying":[26],"degrees":[27],"damage":[29],"due":[30],"improper":[32],"preservation.":[33],"Existing":[34],"image-inpainting":[35,61],"methods":[36,153],"have":[37],"limitations":[38],"in":[39,100,154,171],"detail":[40],"recovery":[41],"inpainting":[43,77,101,120,157,169],"efficiency,":[44],"making":[45],"it":[46],"difficult":[47],"meet":[49],"the":[50,84,95,102,105,113,119,124,131,151,164,172,178],"demands":[51],"for":[52,63,142,177,189],"high":[53],"precision":[54],"efficiency.":[56,160],"This":[57,161],"article":[58,132],"proposes":[59],"an":[60,90,184],"method":[62],"based":[66],"on":[67],"adaptive":[68],"denoising":[69,86],"multi-scale":[71,109],"filtering":[72,110],"(Diff-BAM).":[73],"The":[74],"model":[75,106],"improves":[76],"effectiveness":[78],"efficiency":[80],"by":[81],"dynamically":[82],"adjusting":[83],"reverse":[85],"process":[87],"introduces":[89],"edge-aware":[91],"strategy":[92],"address":[94],"issue":[96],"rough":[98],"edges":[99],"image.":[103],"Additionally,":[104],"incorporates":[107],"mechanism":[111],"within":[112],"U-Net":[114],"architecture":[115],"further":[117],"enhance":[118],"details.":[121],"Due":[122],"lack":[125],"publicly":[127],"available":[128],"Thang-ka":[129],"datasets,":[130],"uses":[133],"self-built":[135],"dataset":[136,141],"landscape":[139],"painting":[140],"experimental":[143],"validation.":[144],"Experimental":[145],"results":[146],"show":[147],"that":[148],"Diff-BAM":[149],"outperforms":[150],"mainstream":[152],"terms":[155],"details":[158],"study":[162],"demonstrates":[163],"potential":[165],"application":[166],"image":[168],"technologies":[170],"field":[173],"digital":[175],"culture":[176],"preservation":[179],"providing":[183],"efficient":[185],"precise":[187],"solution":[188],"artifact":[190],"inpainting.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-12-15T00:00:00"}
