{"id":"https://openalex.org/W4413144810","doi":"https://doi.org/10.1109/cvpr52734.2025.00213","title":"DCEvo: Discriminative Cross-Dimensional Evolutionary Learning for Infrared and Visible Image Fusion","display_name":"DCEvo: Discriminative Cross-Dimensional Evolutionary Learning for Infrared and Visible Image Fusion","publication_year":2025,"publication_date":"2025-06-10","ids":{"openalex":"https://openalex.org/W4413144810","doi":"https://doi.org/10.1109/cvpr52734.2025.00213"},"language":"en","primary_location":{"id":"doi:10.1109/cvpr52734.2025.00213","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr52734.2025.00213","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","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/A5100675904","display_name":"Jinyuan Liu","orcid":"https://orcid.org/0000-0003-2085-2676"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinyuan Liu","raw_affiliation_strings":["Dalian University of Technology,School of Mechanical Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian University of Technology,School of Mechanical Engineering","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100680815","display_name":"Bowei Zhang","orcid":"https://orcid.org/0000-0002-3819-1370"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bowei Zhang","raw_affiliation_strings":["Dalian University of Technology,School of Software Technology &#x0026; DUT-RU International School of ISE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian University of Technology,School of Software Technology &#x0026; DUT-RU International School of ISE","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110210529","display_name":"Q. Mei","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingyun Mei","raw_affiliation_strings":["Dalian University of Technology,School of Software Technology &#x0026; DUT-RU International School of ISE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian University of Technology,School of Software Technology &#x0026; DUT-RU International School of ISE","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066692075","display_name":"X. Rong Li","orcid":"https://orcid.org/0000-0001-6594-5919"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingyuan Li","raw_affiliation_strings":["Dalian University of Technology,School of Software Technology &#x0026; DUT-RU International School of ISE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian University of Technology,School of Software Technology &#x0026; DUT-RU International School of ISE","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066557197","display_name":"Yang Zou","orcid":"https://orcid.org/0000-0002-9373-928X"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Zou","raw_affiliation_strings":["Northwestern Polytechnical University,School of Computer Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern Polytechnical University,School of Computer Science","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101513734","display_name":"Zhiying Jiang","orcid":"https://orcid.org/0000-0001-8840-7056"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiying Jiang","raw_affiliation_strings":["Dalian Maritime University,College of Information Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian Maritime University,College of Information Science and Technology","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037377300","display_name":"Long Ma","orcid":"https://orcid.org/0000-0001-5125-0198"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Long Ma","raw_affiliation_strings":["Dalian University of Technology,School of Software Technology &#x0026; DUT-RU International School of ISE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian University of Technology,School of Software Technology &#x0026; DUT-RU International School of ISE","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042370642","display_name":"Risheng Liu","orcid":"https://orcid.org/0000-0002-9554-0565"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Risheng Liu","raw_affiliation_strings":["Dalian University of Technology,School of Software Technology &#x0026; DUT-RU International School of ISE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian University of Technology,School of Software Technology &#x0026; DUT-RU International School of ISE","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057776894","display_name":"Xin Fan","orcid":"https://orcid.org/0000-0002-8991-4188"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Fan","raw_affiliation_strings":["Dalian University of Technology,School of Software Technology &#x0026; DUT-RU International School of ISE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian University of Technology,School of Software Technology &#x0026; DUT-RU International School of ISE","institution_ids":["https://openalex.org/I27357992"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":133.2386,"has_fulltext":false,"cited_by_count":69,"citation_normalized_percentile":{"value":0.99987885,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"2226","last_page":"2235"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9966999888420105,"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":0.9966999888420105,"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":0.9140999913215637,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9114999771118164,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.7061207890510559},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6123728156089783},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5882039070129395},{"id":"https://openalex.org/keywords/infrared","display_name":"Infrared","score":0.5746432542800903},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5516357421875},{"id":"https://openalex.org/keywords/image-fusion","display_name":"Image fusion","score":0.5046716928482056},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.46824538707733154},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.38550591468811035},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3826286196708679},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.14795544743537903},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.11907631158828735}],"concepts":[{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.7061207890510559},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6123728156089783},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5882039070129395},{"id":"https://openalex.org/C158355884","wikidata":"https://www.wikidata.org/wiki/Q11388","display_name":"Infrared","level":2,"score":0.5746432542800903},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5516357421875},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.5046716928482056},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.46824538707733154},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.38550591468811035},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3826286196708679},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.14795544743537903},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.11907631158828735},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cvpr52734.2025.00213","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr52734.2025.00213","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.8199999928474426}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"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":{"Infrared":[0],"and":[1,19,32,51,81,130,155,162],"visible":[2],"image":[3,13,30],"fusion":[4,31,60,157],"integrates":[5],"information":[6],"from":[7,139],"distinct":[8],"spectral":[9],"bands":[10],"to":[11,53,110],"enhance":[12],"quality":[14,80,188],"by":[15,104,117],"leveraging":[16],"the":[17,21,59,85,95,128,133],"strengths":[18],"mitigating":[20],"limitations":[22],"of":[23,89,97,136,184],"each":[24],"modality.":[25],"Existing":[26],"approaches":[27],"typically":[28],"treat":[29],"subsequent":[33,192],"high-level":[34,193],"tasks":[35,99],"as":[36,100],"separate":[37],"processes,":[38],"resulting":[39],"in":[40,48,186],"fused":[41],"images":[42],"that":[43,173],"offer":[44],"only":[45],"marginal":[46],"gains":[47],"task":[49,153],"performance":[50],"fail":[52],"provide":[54],"constructive":[55],"feedback":[56],"for":[57],"optimizing":[58],"process.":[61,166],"To":[62],"overcome":[63],"these":[64],"limitations,":[65],"we":[66,120],"propose":[67],"a":[68,101,122,160],"Discriminative":[69,123],"Cross-Dimension":[70],"Evolutionary":[71,90,107],"Learning":[72],"Framework,":[73],"termed":[74],"DCEvo,":[75],"which":[76],"simultaneously":[77],"enhances":[78],"visual":[79,118,187],"perception":[82],"accuracy.":[83],"Leveraging":[84],"robust":[86],"search":[87],"capabilities":[88],"Learning,":[91],"our":[92,143,174],"approach":[93],"formulates":[94],"optimization":[96],"dual":[98],"multi-objective":[102],"problem":[103],"employing":[105],"an":[106,181],"Algorithm":[108],"(EA)":[109],"dynamically":[111],"balance":[112],"loss":[113],"function":[114],"parameters.":[115],"Inspired":[116],"neuroscience,":[119],"integrate":[121],"Enhancer":[124],"(DE)":[125],"within":[126],"both":[127],"encoder":[129],"decoder,":[131],"enabling":[132],"effective":[134],"learning":[135],"complementary":[137],"features":[138,154],"different":[140],"modalities.":[141],"Additionally,":[142],"Cross-Dimensional":[144],"Embedding":[145],"(CDE)":[146],"block":[147],"facilitates":[148],"mutual":[149],"enhancement":[150],"between":[151],"high-dimensional":[152],"low-dimensional":[156],"features,":[158],"ensuring":[159],"cohesive":[161],"efficient":[163],"feature":[164],"integration":[165],"Experimental":[167],"results":[168],"on":[169],"three":[170],"benchmarks":[171],"demonstrate":[172],"method":[175],"significantly":[176],"outperforms":[177],"state-of-the-art":[178],"approaches,":[179],"achieving":[180],"average":[182],"improvement":[183],"9.32%":[185],"while":[189],"also":[190],"enhancing":[191],"tasks.":[194],"The":[195],"code":[196],"is":[197],"available":[198],"at":[199],"https://github.com/Beate-Suy-Zhang/DCEvo.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":48},{"year":2025,"cited_by_count":21}],"updated_date":"2026-09-10T07:47:47.112893","created_date":"2025-10-10T00:00:00"}
