{"id":"https://openalex.org/W4413319130","doi":"https://doi.org/10.1109/jstsp.2025.3600191","title":"A Zero-Shot High-Dimensional Feature Fusion With STF-GAN for Cross-Domain Image Reconstruction","display_name":"A Zero-Shot High-Dimensional Feature Fusion With STF-GAN for Cross-Domain Image Reconstruction","publication_year":2025,"publication_date":"2025-08-19","ids":{"openalex":"https://openalex.org/W4413319130","doi":"https://doi.org/10.1109/jstsp.2025.3600191"},"language":"en","primary_location":{"id":"doi:10.1109/jstsp.2025.3600191","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jstsp.2025.3600191","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":null,"display_name":"Haixv Lu","orcid":"https://orcid.org/0009-0001-8953-4142"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Haixv Lu","raw_affiliation_strings":["School of Computer Science and Technology, Hainan University, Haikou, China"],"raw_orcid":"https://orcid.org/0009-0001-8953-4142","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hainan University, Haikou, China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101739716","display_name":"Debin Liu","orcid":"https://orcid.org/0000-0001-5233-9637"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Debin Liu","raw_affiliation_strings":["School of Computer Science and Artificial Intelligence, Zhengzhou University, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-5233-9637","affiliations":[{"raw_affiliation_string":"School of Computer Science and Artificial Intelligence, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036394714","display_name":"Laurence T. Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Laurence T. Yang","raw_affiliation_strings":["School of Computer Science and Artificial Intelligence, Zhengzhou University, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-7986-4244","affiliations":[{"raw_affiliation_string":"School of Computer Science and Artificial Intelligence, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051750166","display_name":"Ruonan Zhao","orcid":"https://orcid.org/0000-0002-7479-585X"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruonan Zhao","raw_affiliation_strings":["School of Computer Science and Artificial Intelligence, Zhengzhou University, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-7479-585X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Artificial Intelligence, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112968072","display_name":"Shijie Lian","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shijie Lian","raw_affiliation_strings":["School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067091021","display_name":"Songhe Yuan","orcid":"https://orcid.org/0000-0002-8131-5009"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Songhe Yuan","raw_affiliation_strings":["School of Information and Communication Engineering, Hainan University, Haikou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Hainan University, Haikou, China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062286286","display_name":"Junjie Su","orcid":"https://orcid.org/0009-0007-4262-6131"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junjie Su","raw_affiliation_strings":["School of Cyber Science and Engineering, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I20942203"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.27920446,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"19","issue":"8","first_page":"1654","last_page":"1667"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9905999898910522,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9905999898910522,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9706000089645386,"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/T12549","display_name":"Image and Object Detection Techniques","score":0.9646999835968018,"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/shot","display_name":"Shot (pellet)","score":0.6015341281890869},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5731176137924194},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5673936009407043},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5660895109176636},{"id":"https://openalex.org/keywords/image-fusion","display_name":"Image fusion","score":0.5173365473747253},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5125226974487305},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5119720697402954},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5119112730026245},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5039734244346619},{"id":"https://openalex.org/keywords/zero","display_name":"Zero (linguistics)","score":0.4859567880630493},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.45579513907432556},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4517310857772827},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4500485062599182},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.35783684253692627},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.30522412061691284},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.09244582056999207},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.08701756596565247}],"concepts":[{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.6015341281890869},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5731176137924194},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5673936009407043},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5660895109176636},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.5173365473747253},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5125226974487305},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5119720697402954},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5119112730026245},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5039734244346619},{"id":"https://openalex.org/C2780813799","wikidata":"https://www.wikidata.org/wiki/Q3274237","display_name":"Zero (linguistics)","level":2,"score":0.4859567880630493},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.45579513907432556},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4517310857772827},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4500485062599182},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.35783684253692627},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.30522412061691284},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.09244582056999207},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.08701756596565247},{"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},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jstsp.2025.3600191","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jstsp.2025.3600191","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/G6398579089","display_name":null,"funder_award_id":"U23A20300","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":32,"referenced_works":["https://openalex.org/W2125838338","https://openalex.org/W2565639579","https://openalex.org/W2962770929","https://openalex.org/W2963499153","https://openalex.org/W2969985801","https://openalex.org/W2982041717","https://openalex.org/W2985060393","https://openalex.org/W3006487162","https://openalex.org/W3034463304","https://openalex.org/W3034600949","https://openalex.org/W3034814868","https://openalex.org/W3035037798","https://openalex.org/W3035388827","https://openalex.org/W3035574324","https://openalex.org/W3102638056","https://openalex.org/W3127284993","https://openalex.org/W3139434170","https://openalex.org/W4223499953","https://openalex.org/W4285787895","https://openalex.org/W4286611278","https://openalex.org/W4295107494","https://openalex.org/W4310639943","https://openalex.org/W4312933868","https://openalex.org/W4313160444","https://openalex.org/W4385245566","https://openalex.org/W4386071587","https://openalex.org/W4387968003","https://openalex.org/W4390872297","https://openalex.org/W4402754230","https://openalex.org/W4408235503","https://openalex.org/W4410115947","https://openalex.org/W4411446530"],"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":{"High-dimensional":[0],"imaging":[1,213],"techniques":[2],"are":[3,52,124],"rapidly":[4],"evolving":[5],"in":[6,38,44,153,179,184,211],"the":[7,80,88,114,125,149,154,198],"signal":[8],"processing":[9],"field,":[10],"with":[11,173,227],"applications":[12,210],"spanning":[13],"a":[14,101],"wide":[15],"range":[16],"of":[17,71,108,156,177,200],"domains":[18,137],"such":[19],"as":[20],"autonomous":[21],"driving,":[22],"industrial":[23,212],"manufacturing,":[24],"healthcare,":[25],"remote":[26],"sensing,":[27],"and":[28,64,74,135,147,163,182,217],"robotics.":[29],"Generative":[30,94],"Adversarial":[31,95],"Networks":[32],"(GANs)":[33],"have":[34],"shown":[35],"remarkable":[36],"success":[37],"image":[39,84,222],"generation,":[40],"yet":[41],"challenges":[42],"persist":[43],"high-dimensional":[45,83,131,204],"cross-domain":[46,221],"reconstruction":[47,171,223],"tasks\u2014particularly":[48],"when":[49],"target-domain":[50],"samples":[51],"unavailable.":[53],"Existing":[54],"zero-shot":[55],"methods":[56],"often":[57],"suffer":[58],"from":[59,110],"expression":[60],"distortion,":[61],"mode":[62],"collapse,":[63],"feature":[65,106],"degradation":[66],"due":[67],"to":[68,188,202],"inadequate":[69],"fusion":[70,107],"multi-scale":[72,105],"representations":[73],"poor":[75],"semantic":[76,136],"consistency.":[77],"Inspired":[78],"by":[79,145],"need":[81],"for":[82,104,209],"recovery,":[85],"we":[86],"propose":[87],"Share":[89,115],"Token":[90,116],"Tensorized":[91,117],"Attention":[92,118],"Fusion":[93,119],"Network":[96],"(STF-GAN)":[97],"framework.":[98],"This":[99],"is":[100],"new":[102],"framework":[103],"features":[109,132],"pre-trained":[111],"generators":[112],"using":[113],"approach.":[120],"Our":[121],"main":[122],"contributions":[123],"tensorized":[126],"attention":[127],"mechanism":[128],"that":[129,167],"fuses":[130],"across":[133],"spatial":[134],"while":[138,190],"maintaining":[139],"structural":[140],"consistency,":[141],"fast":[142],"learning":[143],"guided":[144],"CLIP,":[146],"bridging":[148],"source-target":[150],"domain":[151],"gap":[152],"absence":[155],"paired":[157],"data.":[158],"Experimental":[159],"results":[160],"on":[161],"FFHQ":[162],"AFHQ":[164],"datasets":[165],"demonstrate":[166,197],"STF-GAN":[168,201],"achieves":[169],"superior":[170],"fidelity,":[172],"an":[174],"average":[175],"improvement":[176],"12.3%":[178],"Inception":[180],"Score":[181],"8.7%":[183],"Structural":[185],"Consistency":[186],"compared":[187],"IPL,":[189],"effectively":[191],"mitigating":[192],"distortion":[193],"artifacts.":[194],"These":[195],"experiments":[196],"ability":[199],"process":[203],"features,":[205],"showing":[206],"strong":[207],"potential":[208],"systems,":[214],"medical":[215],"diagnostics,":[216],"other":[218],"fields":[219],"where":[220],"must":[224],"be":[225],"performed":[226],"limited":[228],"data":[229],"availability.":[230]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}