{"id":"https://openalex.org/W7126115517","doi":"https://doi.org/10.1109/bibm66473.2025.11356654","title":"Recognizing Diabetic Foot Progression via Multimodal Fusion of Infrared Thermography and Clinical Data","display_name":"Recognizing Diabetic Foot Progression via Multimodal Fusion of Infrared Thermography and Clinical Data","publication_year":2025,"publication_date":"2025-12-15","ids":{"openalex":"https://openalex.org/W7126115517","doi":"https://doi.org/10.1109/bibm66473.2025.11356654"},"language":null,"primary_location":{"id":"doi:10.1109/bibm66473.2025.11356654","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm66473.2025.11356654","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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":null,"display_name":"Guanyu Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I2802624667","display_name":"Hefei Institutes of Physical Science","ror":"https://ror.org/046n57345","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I2802624667"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Guanyu Chen","raw_affiliation_strings":["Hefei Institutes of Physical Science, Chinese Academy of Sciences,Anhui,China"],"affiliations":[{"raw_affiliation_string":"Hefei Institutes of Physical Science, Chinese Academy of Sciences,Anhui,China","institution_ids":["https://openalex.org/I2802624667"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109012450","display_name":"H.B. LIU","orcid":null},"institutions":[{"id":"https://openalex.org/I2802624667","display_name":"Hefei Institutes of Physical Science","ror":"https://ror.org/046n57345","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I2802624667"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huarui Liu","raw_affiliation_strings":["Hefei Institutes of Physical Science, Chinese Academy of Sciences,Anhui,China"],"affiliations":[{"raw_affiliation_string":"Hefei Institutes of Physical Science, Chinese Academy of Sciences,Anhui,China","institution_ids":["https://openalex.org/I2802624667"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121671651","display_name":"Qiankun Li","orcid":null},"institutions":[{"id":"https://openalex.org/I2802624667","display_name":"Hefei Institutes of Physical Science","ror":"https://ror.org/046n57345","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I2802624667"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiankun Li","raw_affiliation_strings":["Hefei Institutes of Physical Science, Chinese Academy of Sciences,Anhui,China"],"affiliations":[{"raw_affiliation_string":"Hefei Institutes of Physical Science, Chinese Academy of Sciences,Anhui,China","institution_ids":["https://openalex.org/I2802624667"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034061778","display_name":"Li L\u00fc","orcid":"https://orcid.org/0000-0003-1127-4632"},"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":"Liang Lu","raw_affiliation_strings":["University of Science and Technology of China,Anhui,China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,Anhui,China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124276038","display_name":"Xianjun Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I2802624667","display_name":"Hefei Institutes of Physical Science","ror":"https://ror.org/046n57345","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I2802624667"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianjun Yang","raw_affiliation_strings":["Hefei Institutes of Physical Science, Chinese Academy of Sciences,Anhui,China"],"affiliations":[{"raw_affiliation_string":"Hefei Institutes of Physical Science, Chinese Academy of Sciences,Anhui,China","institution_ids":["https://openalex.org/I2802624667"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100984452","display_name":"Yining Sun","orcid":"https://orcid.org/0009-0004-7806-4992"},"institutions":[{"id":"https://openalex.org/I2802624667","display_name":"Hefei Institutes of Physical Science","ror":"https://ror.org/046n57345","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I2802624667"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yining Sun","raw_affiliation_strings":["Hefei Institutes of Physical Science, Chinese Academy of Sciences,Anhui,China"],"affiliations":[{"raw_affiliation_string":"Hefei Institutes of Physical Science, Chinese Academy of Sciences,Anhui,China","institution_ids":["https://openalex.org/I2802624667"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5124169980","display_name":"Yang Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I2802624667","display_name":"Hefei Institutes of Physical Science","ror":"https://ror.org/046n57345","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I2802624667"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Xu","raw_affiliation_strings":["Hefei Institutes of Physical Science, Chinese Academy of Sciences,Anhui,China"],"affiliations":[{"raw_affiliation_string":"Hefei Institutes of Physical Science, Chinese Academy of Sciences,Anhui,China","institution_ids":["https://openalex.org/I2802624667"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I2802624667"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.74050392,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3480","last_page":"3485"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11227","display_name":"Diabetic Foot Ulcer Assessment and Management","score":0.6779999732971191,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T11227","display_name":"Diabetic Foot Ulcer Assessment and Management","score":0.6779999732971191,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T12994","display_name":"Infrared Thermography in Medicine","score":0.19840000569820404,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T12740","display_name":"Gait Recognition and Analysis","score":0.017899999395012856,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/thermography","display_name":"Thermography","score":0.6906999945640564},{"id":"https://openalex.org/keywords/rgb-color-model","display_name":"RGB color model","score":0.5087000131607056},{"id":"https://openalex.org/keywords/diabetic-foot","display_name":"Diabetic foot","score":0.5077000260353088},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.3935000002384186},{"id":"https://openalex.org/keywords/foot","display_name":"Foot (prosody)","score":0.3538999855518341},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3050000071525574},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.2831999957561493},{"id":"https://openalex.org/keywords/lesion","display_name":"Lesion","score":0.2808000147342682}],"concepts":[{"id":"https://openalex.org/C2779222261","wikidata":"https://www.wikidata.org/wiki/Q624587","display_name":"Thermography","level":3,"score":0.6906999945640564},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6640999913215637},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5192999839782715},{"id":"https://openalex.org/C82990744","wikidata":"https://www.wikidata.org/wiki/Q166194","display_name":"RGB color model","level":2,"score":0.5087000131607056},{"id":"https://openalex.org/C2777858829","wikidata":"https://www.wikidata.org/wiki/Q52856","display_name":"Diabetic foot","level":3,"score":0.5077000260353088},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.49309998750686646},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.398499995470047},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.3935000002384186},{"id":"https://openalex.org/C115076146","wikidata":"https://www.wikidata.org/wiki/Q1651051","display_name":"Foot (prosody)","level":2,"score":0.3538999855518341},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3050000071525574},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.2831999957561493},{"id":"https://openalex.org/C2781156865","wikidata":"https://www.wikidata.org/wiki/Q827023","display_name":"Lesion","level":2,"score":0.2808000147342682},{"id":"https://openalex.org/C2780910867","wikidata":"https://www.wikidata.org/wiki/Q1952416","display_name":"Multimodality","level":2,"score":0.27889999747276306},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2734000086784363},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.2696000039577484},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.26499998569488525},{"id":"https://openalex.org/C2775955345","wikidata":"https://www.wikidata.org/wiki/Q7449071","display_name":"Semantic mapping","level":2,"score":0.2639999985694885},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.2581999897956848},{"id":"https://openalex.org/C19609008","wikidata":"https://www.wikidata.org/wiki/Q2138203","display_name":"Region of interest","level":2,"score":0.2563999891281128},{"id":"https://openalex.org/C158355884","wikidata":"https://www.wikidata.org/wiki/Q11388","display_name":"Infrared","level":2,"score":0.2522999942302704},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.251800000667572}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm66473.2025.11356654","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm66473.2025.11356654","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.6138660907745361,"display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2001123806","https://openalex.org/W2077332544","https://openalex.org/W2194775991","https://openalex.org/W2808012220","https://openalex.org/W2964137095","https://openalex.org/W2986831462","https://openalex.org/W3011314192","https://openalex.org/W3011997868","https://openalex.org/W3012934857","https://openalex.org/W3034429256","https://openalex.org/W3109781171","https://openalex.org/W3200152448","https://openalex.org/W4283838197","https://openalex.org/W4312443924","https://openalex.org/W4382918816","https://openalex.org/W4387241578","https://openalex.org/W4405365944"],"related_works":[],"abstract_inverted_index":{"Diabetic":[0],"foot":[1,38],"(DF),":[2],"a":[3,8,72,85,107,154],"severe":[4],"diabetes":[5],"complication,":[6],"remains":[7],"leading":[9],"cause":[10],"of":[11,58,98,145],"lower-limb":[12],"amputations,":[13],"underscoring":[14],"the":[15,82,104,115,135],"urgent":[16],"need":[17],"for":[18,159],"early-stage":[19],"detection":[20],"to":[21,33],"enable":[22],"timely":[23],"intervention":[24],"and":[25,55,156],"improve":[26],"outcomes.":[27],"However,":[28],"current":[29],"approaches":[30],"often":[31],"fail":[32],"distinguish":[34],"diabetic":[35],"patients":[36],"without":[37],"complications":[39],"(DM)":[40],"from":[41,114,123],"those":[42],"with":[43,51,119],"DF,":[44],"as":[45],"single-modality":[46],"infrared":[47],"thermography":[48],"(IRT)":[49],"struggles":[50],"subtle":[52],"thermal":[53],"cues":[54],"lacks":[56],"localization":[57],"pathological":[59],"regions.":[60],"In":[61,81,103],"this":[62,79],"paper,":[63],"we":[64],"propose":[65],"DFP-MMNet":[66,141],"(Diabetic":[67],"Foot":[68],"Progression":[69],"MultiModal":[70],"Network),":[71],"novel":[73],"two-stage":[74],"multimodal":[75],"framework":[76],"that":[77,140],"addresses":[78],"challenge.":[80],"first":[83],"stage,":[84,106],"deep":[86,111],"registration":[87],"model,":[88],"guided":[89],"by":[90,150],"corresponding":[91],"RGB":[92],"images,":[93],"accurately":[94],"localizes":[95],"lesion":[96],"Regions":[97],"Interest":[99],"(ROIs)":[100],"on":[101,134],"thermograms.":[102],"second":[105],"dual-branch":[108],"network":[109],"fuses":[110],"visual":[112],"features":[113],"ROI":[116],"(via":[117],"RegNetY-16GF)":[118],"semantic":[120],"embeddings":[121],"derived":[122],"structured":[124],"clinical":[125],"data,":[126],"encoded":[127],"using":[128],"CLIP":[129],"text":[130],"branch.":[131],"Extensive":[132],"experiments":[133],"collected":[136],"ITC":[137],"dataset":[138],"demonstrate":[139],"achieves":[142],"an":[143],"F1-score":[144],"82.7%,":[146],"outperforming":[147],"unimodal":[148],"baselines":[149],"over":[151],"15%,":[152],"offering":[153],"robust":[155],"accurate":[157],"solution":[158],"early":[160],"DF":[161],"recognition.":[162]},"counts_by_year":[],"updated_date":"2026-03-25T23:56:10.502304","created_date":"2026-01-30T00:00:00"}
