{"id":"https://openalex.org/W4411640161","doi":"https://doi.org/10.1109/jstsp.2025.3583188","title":"Semantic-Guided Diffusion Sampling: A Generalized Strategy for Enhancing Object Segmentation Oriented Multimodal Image Fusion","display_name":"Semantic-Guided Diffusion Sampling: A Generalized Strategy for Enhancing Object Segmentation Oriented Multimodal Image Fusion","publication_year":2025,"publication_date":"2025-06-25","ids":{"openalex":"https://openalex.org/W4411640161","doi":"https://doi.org/10.1109/jstsp.2025.3583188"},"language":"en","primary_location":{"id":"doi:10.1109/jstsp.2025.3583188","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jstsp.2025.3583188","pdf_url":null,"source":{"id":"https://openalex.org/S42167783","display_name":"IEEE Journal of Selected Topics in Signal Processing","issn_l":"1932-4553","issn":["1932-4553","1941-0484"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Signal Processing","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/A5101814526","display_name":"Yu Shi","orcid":"https://orcid.org/0000-0002-5737-0147"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yu Shi","raw_affiliation_strings":["Department of Biomedical Engineering and the Anhui Province Key Laboratory of Measuring Theory and Precision Instrument, Hefei University of Technology, Hefei, China","Department of Biomedical Engineering, Hefei University of Technology, Hefei, China"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering and the Anhui Province Key Laboratory of Measuring Theory and Precision Instrument, Hefei University of Technology, Hefei, China","institution_ids":["https://openalex.org/I16365422"]},{"raw_affiliation_string":"Department of Biomedical Engineering, Hefei University of Technology, Hefei, China","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100618357","display_name":"Y\u00fc Liu","orcid":"https://orcid.org/0000-0003-2211-3535"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Liu","raw_affiliation_strings":["Department of Biomedical Engineering and the Anhui Province Key Laboratory of Measuring Theory and Precision Instrument, Hefei University of Technology, Hefei, China","Department of Biomedical Engineering, Hefei University of Technology, Hefei, China"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering and the Anhui Province Key Laboratory of Measuring Theory and Precision Instrument, Hefei University of Technology, Hefei, China","institution_ids":["https://openalex.org/I16365422"]},{"raw_affiliation_string":"Department of Biomedical Engineering, Hefei University of Technology, Hefei, China","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029209486","display_name":"Juan Cheng","orcid":"https://orcid.org/0000-0003-1206-1698"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Juan Cheng","raw_affiliation_strings":["Department of Biomedical Engineering and the Anhui Province Key Laboratory of Measuring Theory and Precision Instrument, Hefei University of Technology, Hefei, China","Department of Biomedical Engineering, Hefei University of Technology, Hefei, China"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering and the Anhui Province Key Laboratory of Measuring Theory and Precision Instrument, Hefei University of Technology, Hefei, China","institution_ids":["https://openalex.org/I16365422"]},{"raw_affiliation_string":"Department of Biomedical Engineering, Hefei University of Technology, Hefei, China","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080535168","display_name":"Huafeng Li","orcid":"https://orcid.org/0000-0003-2462-6174"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huafeng Li","raw_affiliation_strings":["Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100451602","display_name":"Xun Chen","orcid":"https://orcid.org/0000-0002-4922-8116"},"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":"Xun Chen","raw_affiliation_strings":["Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, China"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101814526"],"corresponding_institution_ids":["https://openalex.org/I16365422"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.19923765,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"19","issue":"8","first_page":"1603","last_page":"1616"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9814000129699707,"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":0.9814000129699707,"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":0.9739000201225281,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9569000005722046,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.6896069645881653},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.666564404964447},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5816498398780823},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.568886935710907},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5678876638412476},{"id":"https://openalex.org/keywords/image-fusion","display_name":"Image fusion","score":0.5546683669090271},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4694475829601288},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.46568360924720764},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.4497874677181244},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.419038861989975},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.40544208884239197},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.07966610789299011}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6896069645881653},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.666564404964447},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5816498398780823},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.568886935710907},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5678876638412476},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.5546683669090271},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4694475829601288},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.46568360924720764},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.4497874677181244},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.419038861989975},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.40544208884239197},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.07966610789299011},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"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:10.1109/jstsp.2025.3583188","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jstsp.2025.3583188","pdf_url":null,"source":{"id":"https://openalex.org/S42167783","display_name":"IEEE Journal of Selected Topics in Signal Processing","issn_l":"1932-4553","issn":["1932-4553","1941-0484"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Signal Processing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4796041494","display_name":null,"funder_award_id":"U23A20294","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4945367125","display_name":null,"funder_award_id":"62176081","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"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":51,"referenced_works":["https://openalex.org/W1986517950","https://openalex.org/W2009758395","https://openalex.org/W2026651590","https://openalex.org/W2068941797","https://openalex.org/W2114207195","https://openalex.org/W2146353910","https://openalex.org/W2153777140","https://openalex.org/W2474462684","https://openalex.org/W2532801510","https://openalex.org/W2557682050","https://openalex.org/W2559870345","https://openalex.org/W2746410086","https://openalex.org/W2808591023","https://openalex.org/W2912147220","https://openalex.org/W2963787388","https://openalex.org/W3011768656","https://openalex.org/W3046194589","https://openalex.org/W3096831136","https://openalex.org/W3143068962","https://openalex.org/W3171420223","https://openalex.org/W4283732315","https://openalex.org/W4285291903","https://openalex.org/W4285306712","https://openalex.org/W4289654558","https://openalex.org/W4360884927","https://openalex.org/W4376131895","https://openalex.org/W4379209584","https://openalex.org/W4379741379","https://openalex.org/W4385063871","https://openalex.org/W4386076504","https://openalex.org/W4387682254","https://openalex.org/W4389195380","https://openalex.org/W4389491034","https://openalex.org/W4390277127","https://openalex.org/W4390872797","https://openalex.org/W4390873110","https://openalex.org/W4390874259","https://openalex.org/W4391952683","https://openalex.org/W4392969647","https://openalex.org/W4393240973","https://openalex.org/W4396621108","https://openalex.org/W4401200174","https://openalex.org/W4402593092","https://openalex.org/W4402715923","https://openalex.org/W4403069755","https://openalex.org/W4403791029","https://openalex.org/W4405303762","https://openalex.org/W4405718380","https://openalex.org/W4405953164","https://openalex.org/W4406891755","https://openalex.org/W4409986121"],"related_works":["https://openalex.org/W2788731446","https://openalex.org/W2204403038","https://openalex.org/W3152170969","https://openalex.org/W2379054866","https://openalex.org/W2370195708","https://openalex.org/W1490651872","https://openalex.org/W2139242969","https://openalex.org/W2284201331","https://openalex.org/W2095903272","https://openalex.org/W1989561795"],"abstract_inverted_index":{"Diffusion":[0],"models":[1],"have":[2],"demonstrated":[3],"impressive":[4],"generative":[5],"capabilities":[6],"in":[7,70,150,195],"various":[8],"computer":[9],"vision":[10],"tasks,":[11,78],"providing":[12],"a":[13,55,111,157],"novel":[14],"technological":[15],"approach":[16,173],"to":[17,34,109,140,177],"the":[18,36,42,62,118,121,128,134,146,151,169,175,184,189,210,213],"study":[19],"of":[20,38,64,91,120,127,153,192,212],"multimodal":[21,28,66,100,207],"image":[22,29,67,101,166],"fusion.":[23],"However,":[24],"existing":[25,65,99,193],"diffusion":[26,57,113,122,137,147,170],"model-based":[27],"fusion":[30,43,68,82,102,107,112,190],"methods":[31,69,194],"still":[32],"fail":[33],"address":[35],"problem":[37],"concentrating":[39],"exclusively":[40],"on":[41,180,199],"process":[44,149],"itself":[45],"while":[46],"neglecting":[47],"downstream":[48,75],"tasks.":[49],"In":[50],"this":[51],"paper,":[52],"we":[53,96,132],"propose":[54],"semantic-guided":[56,136],"sampling":[58,138,148],"strategy":[59,139,215],"that":[60,117,126],"enhances":[61],"performance":[63,119,191],"target":[71,142,181],"regions":[72,182],"by":[73],"incorporating":[74,162],"semantic":[76,163],"segmentation":[77,159,167,202],"thereby":[79,115,187],"improving":[80],"both":[81],"quality":[83],"and":[84,104,203,216],"practical":[85,220],"applicability.":[86],"Specifically,":[87],"our":[88,172],"method":[89,103],"consists":[90],"two":[92],"primary":[93],"steps.":[94],"First,":[95],"select":[97],"an":[98],"utilize":[105],"its":[106,217],"results":[108],"pre-train":[110],"model,":[114],"ensuring":[116],"model":[123,176],"aligns":[124],"with":[125],"selected":[129],"method.":[130],"Subsequently,":[131],"use":[133],"proposed":[135,214],"incorporate":[141],"region":[143],"information":[144,164],"into":[145,168],"form":[152],"gradients":[154],"derived":[155],"from":[156,165],"trained":[158],"network.":[160],"By":[161],"framework,":[171],"enables":[174],"focus":[178],"more":[179],"during":[183],"generation":[185],"process,":[186],"enhancing":[188],"those":[196],"areas.":[197],"Experiments":[198],"brain":[200],"tumor":[201],"infrared-visible":[204],"road":[205],"traffic":[206],"datasets":[208],"demonstrate":[209],"effectiveness":[211],"potential":[218],"for":[219],"applications.":[221]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}