{"id":"https://openalex.org/W4403791267","doi":"https://doi.org/10.1145/3664647.3681064","title":"DRMF: Degradation-Robust Multi-Modal Image Fusion via Composable Diffusion Prior","display_name":"DRMF: Degradation-Robust Multi-Modal Image Fusion via Composable Diffusion Prior","publication_year":2024,"publication_date":"2024-10-26","ids":{"openalex":"https://openalex.org/W4403791267","doi":"https://doi.org/10.1145/3664647.3681064"},"language":"en","primary_location":{"id":"doi:10.1145/3664647.3681064","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3664647.3681064","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Multimedia","raw_type":"proceedings-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/A5011864594","display_name":"Linfeng Tang","orcid":"https://orcid.org/0000-0002-8566-5743"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Linfeng Tang","raw_affiliation_strings":["Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007384860","display_name":"Yuxin Deng","orcid":"https://orcid.org/0000-0002-1041-9855"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxin Deng","raw_affiliation_strings":["Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063351753","display_name":"Xunpeng Yi","orcid":"https://orcid.org/0000-0003-0116-3234"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xunpeng Yi","raw_affiliation_strings":["Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064304057","display_name":"Qinglong Yan","orcid":"https://orcid.org/0009-0000-9553-8628"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinglong Yan","raw_affiliation_strings":["Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073968803","display_name":"Yixuan Yuan","orcid":"https://orcid.org/0000-0002-0853-6948"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yixuan Yuan","raw_affiliation_strings":["The Chinese University of Hong Kong, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040010053","display_name":"Jiayi Ma","orcid":"https://orcid.org/0000-0003-3264-3265"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayi Ma","raw_affiliation_strings":["Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5011864594"],"corresponding_institution_ids":["https://openalex.org/I37461747"],"apc_list":null,"apc_paid":null,"fwci":8.559,"has_fulltext":false,"cited_by_count":27,"citation_normalized_percentile":{"value":0.97994815,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"8546","last_page":"8555"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","score":0.9973000288009644,"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/computer-science","display_name":"Computer science","score":0.7197546362876892},{"id":"https://openalex.org/keywords/degradation","display_name":"Degradation (telecommunications)","score":0.7153544425964355},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.6783912181854248},{"id":"https://openalex.org/keywords/image-fusion","display_name":"Image fusion","score":0.5943340063095093},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5767443180084229},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5158643126487732},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.42006075382232666},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4061241149902344},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3733890652656555},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.09868532419204712},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07124817371368408},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.057694464921951294}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7197546362876892},{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.7153544425964355},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.6783912181854248},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.5943340063095093},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5767443180084229},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5158643126487732},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.42006075382232666},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4061241149902344},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3733890652656555},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.09868532419204712},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07124817371368408},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.057694464921951294},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3664647.3681064","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3664647.3681064","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Multimedia","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W1964641132","https://openalex.org/W2054273865","https://openalex.org/W2153777140","https://openalex.org/W2326225169","https://openalex.org/W2596164567","https://openalex.org/W2798987894","https://openalex.org/W2912147220","https://openalex.org/W2963037989","https://openalex.org/W2981718299","https://openalex.org/W3011768656","https://openalex.org/W3035467948","https://openalex.org/W3036167779","https://openalex.org/W3046194589","https://openalex.org/W3104771364","https://openalex.org/W3105639468","https://openalex.org/W3126442124","https://openalex.org/W3126855404","https://openalex.org/W3143068962","https://openalex.org/W3155072588","https://openalex.org/W3158080681","https://openalex.org/W3162926177","https://openalex.org/W3167749434","https://openalex.org/W3171420223","https://openalex.org/W3174792937","https://openalex.org/W3190808861","https://openalex.org/W3208015123","https://openalex.org/W3213472242","https://openalex.org/W4206713196","https://openalex.org/W4214745154","https://openalex.org/W4220893768","https://openalex.org/W4283732315","https://openalex.org/W4285600783","https://openalex.org/W4287210973","https://openalex.org/W4288391270","https://openalex.org/W4292972089","https://openalex.org/W4298009304","https://openalex.org/W4304141717","https://openalex.org/W4307726656","https://openalex.org/W4308310215","https://openalex.org/W4310278871","https://openalex.org/W4312440143","https://openalex.org/W4312594135","https://openalex.org/W4312740349","https://openalex.org/W4312750622","https://openalex.org/W4312756164","https://openalex.org/W4312824283","https://openalex.org/W4312933868","https://openalex.org/W4313267411","https://openalex.org/W4317496742","https://openalex.org/W4320717244","https://openalex.org/W4362014679","https://openalex.org/W4366352735","https://openalex.org/W4379209584","https://openalex.org/W4379255977","https://openalex.org/W4379741379","https://openalex.org/W4386075858","https://openalex.org/W4386075893","https://openalex.org/W4386076169","https://openalex.org/W4386076504","https://openalex.org/W4386083029","https://openalex.org/W4386179772","https://openalex.org/W4386231105","https://openalex.org/W4387682254","https://openalex.org/W4387967967","https://openalex.org/W4387968982","https://openalex.org/W4389347891","https://openalex.org/W4390872095","https://openalex.org/W4390872153","https://openalex.org/W4390872797","https://openalex.org/W4390873110","https://openalex.org/W4390874206","https://openalex.org/W4402715923","https://openalex.org/W6779823529","https://openalex.org/W6795288823"],"related_works":["https://openalex.org/W2788731446","https://openalex.org/W2204403038","https://openalex.org/W3152170969","https://openalex.org/W2379054866","https://openalex.org/W2549658594","https://openalex.org/W2370195708","https://openalex.org/W1490651872","https://openalex.org/W2139242969","https://openalex.org/W2284201331","https://openalex.org/W2095903272"],"abstract_inverted_index":{"Existing":[0],"multi-modal":[1,111],"image":[2,25,40,56,112,124],"fusion":[3,26],"algorithms":[4],"are":[5,72],"typically":[6],"designed":[7],"for":[8,87],"high-quality":[9],"images":[10],"and":[11,21,70,122],"fail":[12],"to":[13,51,90,101],"tackle":[14],"degradation":[15,71],"(e.g.,":[16],"low":[17,19],"light,":[18],"resolution,":[20],"noise),":[22],"which":[23],"restricts":[24],"from":[27,105],"unleashing":[28],"the":[29,44,76,94],"potential":[30],"in":[31,120],"practice.":[32],"In":[33],"this":[34],"work,":[35],"we":[36,80],"present":[37],"Degradation-Robust":[38],"Multi-modality":[39],"Fusion":[41],"(DRMF),":[42],"leveraging":[43],"powerful":[45],"generative":[46,63,103],"properties":[47],"of":[48],"diffusion":[49,64,85,95],"models":[50,65,86],"counteract":[52],"various":[53],"degradations":[54],"during":[55,75],"fusion.":[57,113],"Our":[58,130],"critical":[59],"insight":[60],"is":[61,99,132],"that":[62,117],"driven":[66],"by":[67],"different":[68,88],"modalities":[69,89],"inherently":[73],"complementary":[74],"denoising":[77],"process.":[78],"Specifically,":[79],"pre-train":[81],"multiple":[82],"degradation-robust":[83],"conditional":[84],"handle":[91],"degradations.":[92,129],"Subsequently,":[93],"priori":[96],"combination":[97],"module":[98],"devised":[100],"integrate":[102],"priors":[104],"pre-trained":[106],"uni-modal":[107],"models,":[108],"enabling":[109],"effective":[110],"Extensive":[114],"experiments":[115],"demonstrate":[116],"DRMF":[118],"excels":[119],"infrared-visible":[121],"medical":[123],"fusion,":[125],"even":[126],"under":[127],"complex":[128],"code":[131],"available":[133],"at":[134],"https://github.com/Linfeng-Tang/DRMF.":[135]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":22},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-03T22:45:19.894376","created_date":"2025-10-10T00:00:00"}
