{"id":"https://openalex.org/W7160233467","doi":"https://doi.org/10.1109/wacv61042.2026.00520","title":"Context-Preserving Dermoscopic Editing: Mask-Guided Lesion-Aware Diffusion for Attribute Modification","display_name":"Context-Preserving Dermoscopic Editing: Mask-Guided Lesion-Aware Diffusion for Attribute Modification","publication_year":2026,"publication_date":"2026-03-06","ids":{"openalex":"https://openalex.org/W7160233467","doi":"https://doi.org/10.1109/wacv61042.2026.00520"},"language":null,"primary_location":{"id":"doi:10.1109/wacv61042.2026.00520","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wacv61042.2026.00520","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5135326948","display_name":"Tao Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I68986083","display_name":"Northwest Normal University","ror":"https://ror.org/00gx3j908","country_code":"CN","type":"education","lineage":["https://openalex.org/I68986083"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Sun","raw_affiliation_strings":["Northwest Normal University,Lanzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwest Normal University,Lanzhou,China","institution_ids":["https://openalex.org/I68986083"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005516772","display_name":"Yun Jiang","orcid":"https://orcid.org/0000-0002-3034-6729"},"institutions":[{"id":"https://openalex.org/I68986083","display_name":"Northwest Normal University","ror":"https://ror.org/00gx3j908","country_code":"CN","type":"education","lineage":["https://openalex.org/I68986083"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yun Jiang","raw_affiliation_strings":["Northwest Normal University,Lanzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwest Normal University,Lanzhou,China","institution_ids":["https://openalex.org/I68986083"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135406192","display_name":"Yarong Jin","orcid":null},"institutions":[{"id":"https://openalex.org/I68986083","display_name":"Northwest Normal University","ror":"https://ror.org/00gx3j908","country_code":"CN","type":"education","lineage":["https://openalex.org/I68986083"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yarong Jin","raw_affiliation_strings":["Northwest Normal University,Lanzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwest Normal University,Lanzhou,China","institution_ids":["https://openalex.org/I68986083"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102627572","display_name":"Huanting Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huanting Guo","raw_affiliation_strings":["Beijing Institute of Technology,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Institute of Technology,Beijing,China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5135316358","display_name":"Zequn Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zequn Zhang","raw_affiliation_strings":["University of Science and Technology of China,Hefei,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,Hefei,China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"5364","last_page":"5373"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.6395000219345093,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.6395000219345093,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12355","display_name":"Genetic and rare skin diseases.","score":0.1152999997138977,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12663","display_name":"Body Image and Dysmorphia Studies","score":0.10899999737739563,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.4359999895095825},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.34130001068115234},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.30469998717308044},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.2533999979496002},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.24809999763965607}],"concepts":[{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.4359999895095825},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34529998898506165},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.34130001068115234},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3149999976158142},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3149000108242035},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.30469998717308044},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.29109999537467957},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.2533999979496002},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.24809999763965607},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.24469999969005585}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wacv61042.2026.00520","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wacv61042.2026.00520","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"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":29,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2113790176","https://openalex.org/W2605484612","https://openalex.org/W2797527544","https://openalex.org/W2962770929","https://openalex.org/W2963946669","https://openalex.org/W3096831136","https://openalex.org/W3215150387","https://openalex.org/W4214926101","https://openalex.org/W4252366933","https://openalex.org/W4285124635","https://openalex.org/W4286611278","https://openalex.org/W4312740349","https://openalex.org/W4313007769","https://openalex.org/W4313142698","https://openalex.org/W4382653127","https://openalex.org/W4386076215","https://openalex.org/W4386076532","https://openalex.org/W4387552216","https://openalex.org/W4390692030","https://openalex.org/W4390874265","https://openalex.org/W4391376377","https://openalex.org/W4391549768","https://openalex.org/W4394832225","https://openalex.org/W4403157048","https://openalex.org/W4410296013","https://openalex.org/W4413146080","https://openalex.org/W4413147134","https://openalex.org/W4416197732"],"related_works":[],"abstract_inverted_index":{"Precise":[0],"manipulation":[1],"of":[2,121,130],"dermoscopic":[3],"attributes":[4],"is":[5],"essential":[6],"for":[7,32,47],"augmenting":[8],"long-tailed":[9],"datasets":[10],"and":[11,76,95,109,133],"enhancing":[12],"diagnostic":[13],"interpretability.":[14],"However,":[15],"generic":[16],"diffusion-based":[17],"editing":[18,60],"methods":[19],"often":[20],"induce":[21],"global":[22],"distortions":[23],"or":[24],"fail":[25],"to":[26],"preserve":[27,106],"the":[28,73,92],"peri-lesional":[29],"context":[30],"critical":[31],"diagnosis.":[33],"To":[34],"address":[35],"these":[36],"limitations,":[37],"we":[38],"propose":[39],"Context-Preserving":[40],"Dermoscopic":[41],"Editing":[42],"(CPDE),":[43],"a":[44,53,69,80],"framework":[45],"tailored":[46],"lesion-aware":[48,81],"attribute":[49],"modification.":[50],"CPDE":[51,98],"introduces":[52],"dual-branch":[54],"diffusion":[55],"pipeline":[56],"that":[57,83,105],"disentangles":[58],"lesion":[59,107],"from":[61],"background":[62,134],"reconstruction.":[63],"Attribute":[64],"changes":[65],"are":[66,77],"predicted":[67],"by":[68],"Spatial\u2013channel":[70],"Transformer":[71],"at":[72],"U-Net":[74],"bottleneck":[75],"trained":[78],"with":[79,118],"objective":[82],"enforces":[84],"semantic":[85,131],"directionality":[86],"only":[87],"inside":[88],"pathology":[89],"regions.":[90],"On":[91],"ISIC":[93],"2017":[94],"2018":[96],"datasets,":[97],"produces":[99],"spatially":[100],"localized,":[101],"clinically":[102],"coherent":[103],"edits":[104],"extent":[108],"surrounding":[110],"skin.":[111],"Our":[112],"method":[113],"achieves":[114],"superior":[115],"image":[116],"fidelity":[117],"an":[119],"FID":[120],"0.274,":[122],"while":[123],"significantly":[124],"outperforming":[125],"existing":[126],"approaches":[127],"in":[128],"terms":[129],"alignment":[132],"preservation.":[135]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-05-06T00:00:00"}
