{"id":"https://openalex.org/W4415709730","doi":"https://doi.org/10.1109/icme59968.2025.11209151","title":"DAE-Fuse: An Adaptive Discriminative Autoencoder for Multi-Modality Image Fusion","display_name":"DAE-Fuse: An Adaptive Discriminative Autoencoder for Multi-Modality Image Fusion","publication_year":2025,"publication_date":"2025-06-30","ids":{"openalex":"https://openalex.org/W4415709730","doi":"https://doi.org/10.1109/icme59968.2025.11209151"},"language":null,"primary_location":{"id":"doi:10.1109/icme59968.2025.11209151","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme59968.2025.11209151","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 Multimedia and Expo (ICME)","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/A5049803016","display_name":"Yuchen Guo","orcid":"https://orcid.org/0000-0002-6237-1339"},"institutions":[{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]},{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]},{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Yuchen Guo","raw_affiliation_strings":["Beijing Normal - Hong Kong Baptist University,Guangdong Provincial Key Lab of Interdisciplinary Research and Application for Data Science,Department of Computer Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Normal - Hong Kong Baptist University,Guangdong Provincial Key Lab of Interdisciplinary Research and Application for Data Science,Department of Computer Science","institution_ids":["https://openalex.org/I141568987","https://openalex.org/I187400657","https://openalex.org/I25254941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103145983","display_name":"Xu Ru","orcid":"https://orcid.org/0000-0001-9161-3651"},"institutions":[{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]},{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]},{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Ruoxiang Xu","raw_affiliation_strings":["Beijing Normal - Hong Kong Baptist University,Guangdong Provincial Key Lab of Interdisciplinary Research and Application for Data Science,Department of Computer Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Normal - Hong Kong Baptist University,Guangdong Provincial Key Lab of Interdisciplinary Research and Application for Data Science,Department of Computer Science","institution_ids":["https://openalex.org/I141568987","https://openalex.org/I187400657","https://openalex.org/I25254941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109674921","display_name":"Rongcheng Li","orcid":null},"institutions":[{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]},{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]},{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Rongcheng Li","raw_affiliation_strings":["Beijing Normal - Hong Kong Baptist University,Guangdong Provincial Key Lab of Interdisciplinary Research and Application for Data Science,Department of Computer Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Normal - Hong Kong Baptist University,Guangdong Provincial Key Lab of Interdisciplinary Research and Application for Data Science,Department of Computer Science","institution_ids":["https://openalex.org/I141568987","https://openalex.org/I187400657","https://openalex.org/I25254941"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068643057","display_name":"Weifeng Su","orcid":"https://orcid.org/0000-0002-2287-8995"},"institutions":[{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]},{"id":"https://openalex.org/I187400657","display_name":"South China Normal University","ror":"https://ror.org/01kq0pv72","country_code":"CN","type":"education","lineage":["https://openalex.org/I187400657"]},{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Weifeng Su","raw_affiliation_strings":["Beijing Normal - Hong Kong Baptist University,Guangdong Provincial Key Lab of Interdisciplinary Research and Application for Data Science,Department of Computer Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Normal - Hong Kong Baptist University,Guangdong Provincial Key Lab of Interdisciplinary Research and Application for Data Science,Department of Computer Science","institution_ids":["https://openalex.org/I141568987","https://openalex.org/I187400657","https://openalex.org/I25254941"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9284999966621399,"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":0.9284999966621399,"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/T11019","display_name":"Image Enhancement Techniques","score":0.02419999986886978,"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"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.008299999870359898,"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/discriminative-model","display_name":"Discriminative model","score":0.7885000109672546},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.7240999937057495},{"id":"https://openalex.org/keywords/image-fusion","display_name":"Image fusion","score":0.5752000212669373},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.531499981880188},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.49729999899864197},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.486299991607666},{"id":"https://openalex.org/keywords/generalizability-theory","display_name":"Generalizability theory","score":0.45509999990463257},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.39089998602867126}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.8325999975204468},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.7885000109672546},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.7240999937057495},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7152000069618225},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5769000053405762},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.5752000212669373},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.531499981880188},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.49729999899864197},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.486299991607666},{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.45509999990463257},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.39089998602867126},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.3644999861717224},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.34299999475479126},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.3402999937534332},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.3319999873638153},{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.33169999718666077},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.30790001153945923},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.28209999203681946},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.27570000290870667},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2745000123977661},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.26829999685287476},{"id":"https://openalex.org/C166704113","wikidata":"https://www.wikidata.org/wiki/Q861092","display_name":"Image registration","level":3,"score":0.25529998540878296}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme59968.2025.11209151","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme59968.2025.11209151","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 Multimedia and Expo (ICME)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1997596006","https://openalex.org/W2054273865","https://openalex.org/W2133665775","https://openalex.org/W2152218325","https://openalex.org/W2153777140","https://openalex.org/W2194775991","https://openalex.org/W2798987894","https://openalex.org/W2809795042","https://openalex.org/W2912147220","https://openalex.org/W2994490944","https://openalex.org/W2998529071","https://openalex.org/W3011768656","https://openalex.org/W3046194589","https://openalex.org/W3096831136","https://openalex.org/W3133700567","https://openalex.org/W4206713196","https://openalex.org/W4220893768","https://openalex.org/W4225672218","https://openalex.org/W4312594135","https://openalex.org/W4366352735","https://openalex.org/W4386076504","https://openalex.org/W4390872797"],"related_works":[],"abstract_inverted_index":{"In":[0],"extreme":[1],"scenarios":[2],"such":[3],"as":[4],"nighttime":[5],"or":[6],"low-visibility":[7],"environments,":[8],"achieving":[9],"reliable":[10],"perception":[11],"is":[12],"critical":[13],"for":[14,124],"applications":[15],"like":[16,146],"autonomous":[17,125],"driving,":[18],"robotics,":[19],"and":[20,44,92],"surveillance.":[21],"Multi-modality":[22],"image":[23,102,148],"fusion,":[24],"particularly":[25],"integrating":[26],"infrared":[27],"imaging,":[28],"offers":[29],"a":[30,83],"robust":[31],"solution":[32],"by":[33],"combining":[34],"complementary":[35],"information":[36],"from":[37,105],"different":[38],"modalities":[39],"to":[40,72,108,144],"enhance":[41],"scene":[42],"understanding":[43],"decision-making.":[45],"However,":[46],"current":[47],"methods":[48,64],"face":[49],"significant":[50],"limitations:":[51],"GAN-based":[52],"approaches":[53],"often":[54],"produce":[55],"blurry":[56],"images":[57,107],"that":[58,89,133],"lack":[59],"fine-grained":[60],"details,":[61],"while":[62,112],"AE-based":[63],"may":[65],"introduce":[66],"bias":[67],"toward":[68],"specific":[69],"modalities,":[70],"leading":[71],"unnatural":[73],"fusion":[74,103],"results.":[75],"To":[76],"address":[77],"these":[78],"challenges,":[79],"we":[80],"propose":[81],"DAE-Fuse,":[82],"novel":[84],"two-phase":[85],"discriminative":[86],"autoencoder":[87],"framework":[88],"generates":[90],"sharp":[91],"natural":[93],"fused":[94],"images.":[95],"Furthermore,":[96],"We":[97],"pioneer":[98],"the":[99,109,120],"extension":[100],"of":[101],"techniques":[104],"static":[106],"video":[110],"domain":[111],"preserving":[113],"temporal":[114],"consistency":[115],"across":[116],"frames,":[117],"thus":[118],"advancing":[119],"perceptual":[121],"capabilities":[122],"required":[123],"navigation.":[126],"Extensive":[127],"experiments":[128],"on":[129,138],"public":[130],"datasets":[131],"demonstrate":[132],"DAE-Fuse":[134],"achieves":[135],"state-of-the-art":[136],"performance":[137],"multiple":[139],"benchmarks,":[140],"with":[141],"superior":[142],"generalizability":[143],"tasks":[145],"medical":[147],"fusion.":[149]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-30T00:00:00"}