{"id":"https://openalex.org/W4403851739","doi":"https://doi.org/10.1111/cgf.70383","title":"Edge\u2010preserving noise for diffusion models","display_name":"Edge\u2010preserving noise for diffusion models","publication_year":2026,"publication_date":"2026-04-30","ids":{"openalex":"https://openalex.org/W4403851739","doi":"https://doi.org/10.1111/cgf.70383"},"language":"en","primary_location":{"id":"doi:10.1111/cgf.70383","is_oa":true,"landing_page_url":"https://doi.org/10.1111/cgf.70383","pdf_url":null,"source":{"id":"https://openalex.org/S67831204","display_name":"Computer Graphics Forum","issn_l":"0167-7055","issn":["0167-7055","1467-8659"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Graphics Forum","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1111/cgf.70383","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114438993","display_name":"Jente Vandersanden","orcid":null},"institutions":[{"id":"https://openalex.org/I4210109712","display_name":"Max Planck Institute for Informatics","ror":"https://ror.org/01w19ak89","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210109712"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jente Vandersanden","raw_affiliation_strings":["Max Planck Institute for Informatics  Germany"],"raw_orcid":"https://orcid.org/0000-0002-9488-9327","affiliations":[{"raw_affiliation_string":"Max Planck Institute for Informatics  Germany","institution_ids":["https://openalex.org/I4210109712"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114402281","display_name":"Sascha Holl","orcid":"https://orcid.org/0009-0004-7245-7998"},"institutions":[{"id":"https://openalex.org/I4210109712","display_name":"Max Planck Institute for Informatics","ror":"https://ror.org/01w19ak89","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210109712"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sascha Holl","raw_affiliation_strings":["Max Planck Institute for Informatics  Germany"],"raw_orcid":"https://orcid.org/0009-0004-7245-7998","affiliations":[{"raw_affiliation_string":"Max Planck Institute for Informatics  Germany","institution_ids":["https://openalex.org/I4210109712"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064600840","display_name":"Xingchang Huang","orcid":"https://orcid.org/0000-0002-2769-8408"},"institutions":[{"id":"https://openalex.org/I4210109712","display_name":"Max Planck Institute for Informatics","ror":"https://ror.org/01w19ak89","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210109712"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Xingchang Huang","raw_affiliation_strings":["Max Planck Institute for Informatics  Germany"],"raw_orcid":"https://orcid.org/0000-0002-2769-8408","affiliations":[{"raw_affiliation_string":"Max Planck Institute for Informatics  Germany","institution_ids":["https://openalex.org/I4210109712"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022506083","display_name":"Gurprit Singh","orcid":"https://orcid.org/0000-0003-0970-5835"},"institutions":[{"id":"https://openalex.org/I1311921367","display_name":"Advanced Micro Devices (Canada)","ror":"https://ror.org/02yh0k313","country_code":"CA","type":"company","lineage":["https://openalex.org/I1311921367","https://openalex.org/I4210137977"]},{"id":"https://openalex.org/I4210109712","display_name":"Max Planck Institute for Informatics","ror":"https://ror.org/01w19ak89","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210109712"]},{"id":"https://openalex.org/I4210137977","display_name":"Advanced Micro Devices (United States)","ror":"https://ror.org/04kd6c783","country_code":"US","type":"company","lineage":["https://openalex.org/I4210137977"]}],"countries":["CA","DE","US"],"is_corresponding":false,"raw_author_name":"Gurprit Singh","raw_affiliation_strings":["Advanced Micro Devices  Germany","Max Planck Institute for Informatics  Germany"],"raw_orcid":"https://orcid.org/0000-0003-0970-5835","affiliations":[{"raw_affiliation_string":"Advanced Micro Devices  Germany","institution_ids":["https://openalex.org/I1311921367","https://openalex.org/I4210137977"]},{"raw_affiliation_string":"Max Planck Institute for Informatics  Germany","institution_ids":["https://openalex.org/I4210109712"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":3710,"currency":"USD","value_usd":3710},"apc_paid":{"value":3710,"currency":"USD","value_usd":3710},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.01955726,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12100","display_name":"Advanced Mathematical Modeling in Engineering","score":0.8026000261306763,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T12100","display_name":"Advanced Mathematical Modeling in Engineering","score":0.8026000261306763,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6785152554512024},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.6614707112312317},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.651589572429657},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47110703587532043},{"id":"https://openalex.org/keywords/statistical-physics","display_name":"Statistical physics","score":0.3533329963684082},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21401160955429077},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.2085474729537964}],"concepts":[{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6785152554512024},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.6614707112312317},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.651589572429657},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47110703587532043},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.3533329963684082},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21401160955429077},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.2085474729537964},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1111/cgf.70383","is_oa":true,"landing_page_url":"https://doi.org/10.1111/cgf.70383","pdf_url":null,"source":{"id":"https://openalex.org/S67831204","display_name":"Computer Graphics Forum","issn_l":"0167-7055","issn":["0167-7055","1467-8659"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Graphics Forum","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2410.01540","is_oa":true,"landing_page_url":"https://arxiv.org/abs/2410.01540","pdf_url":"https://arxiv.org/pdf/2410.01540","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:pure.mpg.de:item_3709990","is_oa":true,"landing_page_url":"https://hdl.handle.net/21.11116/0000-0013-13C9-3","pdf_url":null,"source":{"id":"https://openalex.org/S4306400654","display_name":"MPG.PuRe (Max Planck Society)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149899117","host_organization_name":"Max Planck Society","host_organization_lineage":["https://openalex.org/I149899117"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Eurographics 2026","raw_type":"info:eu-repo/semantics/article"},{"id":"doi:10.48550/arxiv.2410.01540","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2410.01540","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":"Preprint"}],"best_oa_location":{"id":"doi:10.1111/cgf.70383","is_oa":true,"landing_page_url":"https://doi.org/10.1111/cgf.70383","pdf_url":null,"source":{"id":"https://openalex.org/S67831204","display_name":"Computer Graphics Forum","issn_l":"0167-7055","issn":["0167-7055","1467-8659"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Graphics Forum","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Abstract":[0],"Classical":[1],"diffusion":[2,26,72],"models":[3,31,81],"typically":[4],"rely":[5],"on":[6],"isotropic":[7,30,47,80],"Gaussian":[8],"noise,":[9,88],"treating":[10],"all":[11],"regions":[12],"uniformly":[13],"and":[14,73,76,114,125],"overlooking":[15],"structural":[16,56],"information":[17],"important":[18],"for":[19,93],"high\u2010quality":[20],"generation.":[21],"We":[22,63],"introduce":[23],"an":[24,38],"edge\u2010preserving":[25,45,87],"process":[27],"that":[28,41,78],"generalizes":[29],"via":[32],"a":[33],"hybrid":[34],"noise":[35,69],"scheme":[36],"with":[37,86],"edge\u2010aware":[39],"scheduler":[40],"smoothly":[42],"transitions":[43],"from":[44],"to":[46,53],"noise.":[48],"This":[49],"enables":[50],"the":[51,65],"model":[52],"capture":[54],"fine":[55],"details":[57],"while":[58],"generally":[59],"maintaining":[60],"global":[61],"performance.":[62],"evaluate":[64],"impact":[66],"of":[67],"structure\u2010aware":[68],"in":[70,105],"both":[71],"flow\u2010matching":[74],"frameworks,":[75],"show":[77],"existing":[79],"can":[82],"be":[83],"efficiently":[84],"fine\u2010tuned":[85],"making":[89],"our":[90,100],"framework":[91],"practical":[92],"adapting":[94],"pre\u2010trained":[95],"systems.":[96],"Beyond":[97],"unconditional":[98],"generation,":[99],"method":[101],"particularly":[102],"shows":[103],"improvements":[104,121],"structure\u2010guided":[106],"tasks":[107],"such":[108],"as":[109,117],"stroke\u2010to\u2010image":[110],"synthesis,":[111],"improving":[112],"robustness":[113],"perceptual":[115],"quality,":[116],"evidenced":[118],"by":[119],"consistent":[120],"across":[122],"FID,":[123],"KID,":[124],"CLIP\u2010score.":[126]},"counts_by_year":[],"updated_date":"2026-08-05T07:39:15.569665","created_date":"2025-10-10T00:00:00"}
