{"id":"https://openalex.org/W4408902131","doi":"https://doi.org/10.1038/s41598-025-95147-y","title":"Multimodal medical image fusion combining saliency perception and generative adversarial network","display_name":"Multimodal medical image fusion combining saliency perception and generative adversarial network","publication_year":2025,"publication_date":"2025-03-27","ids":{"openalex":"https://openalex.org/W4408902131","doi":"https://doi.org/10.1038/s41598-025-95147-y","pmid":"https://pubmed.ncbi.nlm.nih.gov/40148552","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/11950352"},"language":"en","primary_location":{"id":"doi:10.1038/s41598-025-95147-y","doi":"https://doi.org/10.1038/s41598-025-95147-y","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-025-95147-y","pdf_url":null,"source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1038/s41598-025-95147-y","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035974933","display_name":"Mohammed Albekairi","orcid":"https://orcid.org/0000-0002-5165-5950","observed_orcids":["https://orcid.org/0000-0002-5165-5950"]},"institutions":[{"id":"https://openalex.org/I199702508","display_name":"Jouf University","ror":"https://ror.org/02zsyt821","country_code":"SA","type":"education","lineage":["https://openalex.org/I199702508"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammed Albekairi","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, Jouf University, Sakakah, 72388, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, Jouf University, Sakakah, 72388, Saudi Arabia","institution_ids":["https://openalex.org/I199702508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108145550","display_name":"Mohamed Vall Ould Mohamed","orcid":"https://orcid.org/0000-0002-2701-0140","observed_orcids":["https://orcid.org/0000-0002-2701-0140"]},"institutions":[{"id":"https://openalex.org/I199702508","display_name":"Jouf University","ror":"https://ror.org/02zsyt821","country_code":"SA","type":"education","lineage":["https://openalex.org/I199702508"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohamed vall O. Mohamed","raw_affiliation_strings":["Department of Computer Engineering and Networks, College of Computer and Information Sciences, Jouf University, Sakakah, 72388, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering and Networks, College of Computer and Information Sciences, Jouf University, Sakakah, 72388, Saudi Arabia","institution_ids":["https://openalex.org/I199702508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029354899","display_name":"Khaled Ka\u00e2niche","orcid":"https://orcid.org/0000-0003-0625-6245","observed_orcids":["https://orcid.org/0000-0003-0625-6245"]},"institutions":[{"id":"https://openalex.org/I199702508","display_name":"Jouf University","ror":"https://ror.org/02zsyt821","country_code":"SA","type":"education","lineage":["https://openalex.org/I199702508"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Khaled Kaaniche","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, Jouf University, Sakakah, 72388, Saudi Arabia. kkaaniche@ju.edu.sa","Department of Electrical Engineering, College of Engineering, Jouf University, Sakakah, 72388, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, Jouf University, Sakakah, 72388, Saudi Arabia. kkaaniche@ju.edu.sa","institution_ids":["https://openalex.org/I199702508"]},{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, Jouf University, Sakakah, 72388, Saudi Arabia","institution_ids":["https://openalex.org/I199702508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106252200","display_name":"Ghulam Abbas","orcid":"https://orcid.org/0000-0001-7383-6798","observed_orcids":["https://orcid.org/0000-0001-7383-6798"]},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ghulam Abbas","raw_affiliation_strings":["School of Electrical Engineering, Southeast University, Nanjing, 210096, China. lashariabbas@seu.edu.cn","School of Electrical Engineering, Southeast University, Nanjing, 210096, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Southeast University, Nanjing, 210096, China. lashariabbas@seu.edu.cn","institution_ids":["https://openalex.org/I76569877"]},{"raw_affiliation_string":"School of Electrical Engineering, Southeast University, Nanjing, 210096, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082492641","display_name":"Meshari D. Alanazi","orcid":"https://orcid.org/0000-0003-1483-6207","observed_orcids":["https://orcid.org/0000-0003-1483-6207"]},"institutions":[{"id":"https://openalex.org/I199702508","display_name":"Jouf University","ror":"https://ror.org/02zsyt821","country_code":"SA","type":"education","lineage":["https://openalex.org/I199702508"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Meshari D. Alanazi","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, Jouf University, Sakakah, 72388, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, Jouf University, Sakakah, 72388, Saudi Arabia","institution_ids":["https://openalex.org/I199702508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053868880","display_name":"Turki M. Alanazi","orcid":"https://orcid.org/0000-0002-1314-7146","observed_orcids":["https://orcid.org/0000-0002-1314-7146"]},"institutions":[{"id":"https://openalex.org/I4210112337","display_name":"University of Hafr Al-Batin","ror":"https://ror.org/021jt1927","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210112337"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Turki M. Alanazi","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, University of Hafr Al Batin, Hafr Al Batin, 39524, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, University of Hafr Al Batin, Hafr Al Batin, 39524, Saudi Arabia","institution_ids":["https://openalex.org/I4210112337"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101896587","display_name":"Ahmed Emara","orcid":"https://orcid.org/0000-0002-3849-1840","observed_orcids":["https://orcid.org/0000-0002-3849-1840"]},"institutions":[{"id":"https://openalex.org/I4210165529","display_name":"University of Business and Technology","ror":"https://ror.org/05tcr1n44","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210165529"]},{"id":"https://openalex.org/I84524832","display_name":"Alexandria University","ror":"https://ror.org/00mzz1w90","country_code":"EG","type":"education","lineage":["https://openalex.org/I84524832"]}],"countries":["EG","SA"],"is_corresponding":false,"raw_author_name":"Ahmed Emara","raw_affiliation_strings":["Department of Electrical Engineering, University of Business and Technology, Jeddah, 21432, Saudi Arabia","Department of Engineering Mathematics, and Physics, Faculty of Engineering, Alexandria University, Alexandria, 21544, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of Business and Technology, Jeddah, 21432, Saudi Arabia","institution_ids":["https://openalex.org/I4210165529"]},{"raw_affiliation_string":"Department of Engineering Mathematics, and Physics, Faculty of Engineering, Alexandria University, Alexandria, 21544, Egypt","institution_ids":["https://openalex.org/I84524832"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5029354899","https://openalex.org/A5106252200"],"corresponding_institution_ids":["https://openalex.org/I199702508","https://openalex.org/I76569877"],"apc_list":{"value":2690,"currency":"USD","value_usd":2690},"apc_paid":{"value":2690,"currency":"USD","value_usd":2690},"fwci":9.7949,"has_fulltext":true,"cited_by_count":41,"citation_normalized_percentile":{"value":0.98616762,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"15","issue":"1","first_page":"10609","last_page":"10609"},"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.0,"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/T11019","display_name":"Image Enhancement Techniques","score":0.0,"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/multimodal-medical-image-fusion","display_name":"multimodal medical image fusion","score":0.9980000257492065},{"id":"https://openalex.org/keywords/generative-adversarial-networks","display_name":"generative adversarial networks","score":0.9150000214576721},{"id":"https://openalex.org/keywords/early-fusion","display_name":"feature-level fusion","score":0.7559999823570251},{"id":"https://openalex.org/keywords/radiographic-diagnosis","display_name":"radiographic diagnosis","score":0.6809999942779541},{"id":"https://openalex.org/keywords/surgical-planning","display_name":"surgical planning","score":0.925000011920929}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.7521793842315674},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.7382025122642517},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.7092012763023376},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6853013038635254},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6506122946739197},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.6296011209487915},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.600654661655426},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5598639845848083},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.5232179164886475},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.42453476786613464},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35001274943351746},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3226289451122284},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.12078151106834412},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09448450803756714},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.04965731501579285},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098427","descriptor_name":"Generative Adversarial Networks","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D064847","descriptor_name":"Multimodal Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1038/s41598-025-95147-y","doi":"https://doi.org/10.1038/s41598-025-95147-y","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-025-95147-y","pdf_url":null,"source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:11950352","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11950352/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11950352/pdf/","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sci Rep","raw_type":"Text"},{"id":"pmh:oai:europepmc.org:10761577","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11950352","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"Text"},{"id":"pmid:40148552","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40148552","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific reports","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:c509e818fbc343ad9e6d2899d30c139e","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/c509e818fbc343ad9e6d2899d30c139e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scientific Reports, Vol 15, Iss 1, Pp 1-21 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1038/s41598-025-95147-y","doi":"https://doi.org/10.1038/s41598-025-95147-y","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-025-95147-y","pdf_url":null,"source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.4043000042438507}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4408902131.pdf","grobid_xml":"https://content.openalex.org/works/W4408902131.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W2777280533","https://openalex.org/W2794680924","https://openalex.org/W3000351820","https://openalex.org/W3019533076","https://openalex.org/W3137701736","https://openalex.org/W3206086363","https://openalex.org/W4220750335","https://openalex.org/W4285163407","https://openalex.org/W4309206879","https://openalex.org/W4319999835","https://openalex.org/W4320713068","https://openalex.org/W4322487823","https://openalex.org/W4360604289","https://openalex.org/W4365504994","https://openalex.org/W4375928908","https://openalex.org/W4380989583","https://openalex.org/W4382048741","https://openalex.org/W4383737414","https://openalex.org/W4383899489","https://openalex.org/W4384916907","https://openalex.org/W4388565830","https://openalex.org/W4389429244","https://openalex.org/W4389615741","https://openalex.org/W4390839034","https://openalex.org/W4392349881","https://openalex.org/W4392607665","https://openalex.org/W4394603216","https://openalex.org/W4394773665","https://openalex.org/W4394892271","https://openalex.org/W4396542201","https://openalex.org/W4398152662","https://openalex.org/W4399266054","https://openalex.org/W4399612525","https://openalex.org/W4399697980","https://openalex.org/W4401020719","https://openalex.org/W4401228616","https://openalex.org/W4401486858","https://openalex.org/W4401799498","https://openalex.org/W4403088538","https://openalex.org/W4403601500","https://openalex.org/W4404319073","https://openalex.org/W4405262184","https://openalex.org/W4405262233","https://openalex.org/W4406164337","https://openalex.org/W4407024722","https://openalex.org/W4407900202"],"related_works":["https://openalex.org/W4412586099","https://openalex.org/W4412624524","https://openalex.org/W7108078248","https://openalex.org/W7169757285","https://openalex.org/W7155690922","https://openalex.org/W4403023367","https://openalex.org/W4403363804","https://openalex.org/W2966009696","https://openalex.org/W7123358345","https://openalex.org/W4402319846"],"abstract_inverted_index":{"Multimodal":[0],"medical":[1,49,128,176],"image":[2,50,129,135,177],"fusion":[3,19,51,153],"is":[4,182],"crucial":[5],"for":[6,71,80,166,184],"enhancing":[7],"diagnostic":[8,31],"accuracy":[9,154],"by":[10],"integrating":[11],"complementary":[12],"information":[13],"from":[14],"different":[15,95],"imaging":[16,96],"modalities.":[17],"Current":[18],"techniques":[20],"face":[21],"challenges":[22],"in":[23,152,159,170],"effectively":[24],"combining":[25],"heterogeneous":[26,115],"features":[27,116],"while":[28,98],"preserving":[29],"critical":[30,183],"information.":[32],"This":[33,108],"paper":[34],"presents":[35],"a":[36,41,67,76,156],"Temporal":[37],"Decomposition":[38,113],"Network":[39],"(TDN),":[40],"novel":[42],"deep":[43],"learning":[44,58],"architecture":[45,62],"that":[46],"optimizes":[47],"multimodal":[48,180],"through":[52],"feature-level":[53],"temporal":[54,81,112],"analysis":[55],"and":[56,75,89,106,117,134,155,175,187],"adversarial":[57,78,100],"mechanisms.":[59],"The":[60,84],"TDN":[61],"incorporates":[63],"two":[64],"key":[65],"components:":[66],"salient":[68,85],"perception":[69,86],"model":[70,87],"discriminative":[72],"feature":[73,82,104],"extraction":[74],"generative":[77],"network":[79],"matching.":[83],"identifies":[88],"classifies":[90],"distinct":[91],"pixel":[92],"distributions":[93],"across":[94],"modalities,":[97],"the":[99,138,146],"component":[101],"facilitates":[102],"accurate":[103,185],"mapping":[105],"fusion.":[107],"approach":[109],"enables":[110],"precise":[111],"of":[114,121],"robust":[118],"quality":[119],"assessment":[120],"fused":[122],"regions.":[123],"Experimental":[124],"validation":[125],"on":[126],"diverse":[127],"datasets,":[130],"encompassing":[131],"multiple":[132],"modalities":[133],"dimensions,":[136],"demonstrates":[137],"TDN's":[139],"superior":[140],"performance.":[141],"Compared":[142],"to":[143],"state-of-the-art":[144],"methods,":[145],"framework":[147],"achieves":[148],"an":[149],"11.378%":[150],"improvement":[151],"12.441%":[157],"enhancement":[158],"precision.":[160],"These":[161],"results":[162],"indicate":[163],"significant":[164],"potential":[165],"clinical":[167],"applications,":[168],"particularly":[169],"radiological":[171],"diagnosis,":[172],"surgical":[173],"planning,":[174],"analysis,":[178],"where":[179],"visualization":[181],"interpretation":[186],"decision-making.":[188]},"counts_by_year":[{"year":2026,"cited_by_count":29},{"year":2025,"cited_by_count":12}],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2025-03-28T00:00:00"}