{"id":"https://openalex.org/W4408010217","doi":"https://doi.org/10.1007/s40747-025-01792-1","title":"SDGANets: a semantically enhanced dual graph-aware network for affine and registration of remote sensing images","display_name":"SDGANets: a semantically enhanced dual graph-aware network for affine and registration of remote sensing images","publication_year":2025,"publication_date":"2025-02-28","ids":{"openalex":"https://openalex.org/W4408010217","doi":"https://doi.org/10.1007/s40747-025-01792-1"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-025-01792-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-01792-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01792-1.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Complex & Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01792-1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116445233","display_name":"Xie Zhuli","orcid":null},"institutions":[{"id":"https://openalex.org/I4210148107","display_name":"Space Engineering University","ror":"https://ror.org/04rj1td02","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210148107"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xie Zhuli","raw_affiliation_strings":["School of Space Information, Space Engineering University, 101407, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Space Information, Space Engineering University, 101407, Beijing, China","institution_ids":["https://openalex.org/I4210148107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101949023","display_name":"Gang Wan","orcid":"https://orcid.org/0000-0002-5166-9439"},"institutions":[{"id":"https://openalex.org/I4210148107","display_name":"Space Engineering University","ror":"https://ror.org/04rj1td02","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210148107"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wan Gang","raw_affiliation_strings":["School of Space Information, Space Engineering University, 101407, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Space Information, Space Engineering University, 101407, Beijing, China","institution_ids":["https://openalex.org/I4210148107"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Liu Jia","orcid":null},"institutions":[{"id":"https://openalex.org/I4210148107","display_name":"Space Engineering University","ror":"https://ror.org/04rj1td02","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210148107"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liu Jia","raw_affiliation_strings":["Space Security Evaluation Research Laboratory, Space Security Research Center, Space Engineering University, 101407, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Space Security Evaluation Research Laboratory, Space Security Research Center, Space Engineering University, 101407, Beijing, China","institution_ids":["https://openalex.org/I4210148107"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5116445234","display_name":"Bu Dongdong","orcid":null},"institutions":[{"id":"https://openalex.org/I4210148107","display_name":"Space Engineering University","ror":"https://ror.org/04rj1td02","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210148107"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bu Dongdong","raw_affiliation_strings":["School of Space Information, Space Engineering University, 101407, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Space Information, Space Engineering University, 101407, Beijing, China","institution_ids":["https://openalex.org/I4210148107"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5116445233"],"corresponding_institution_ids":["https://openalex.org/I4210148107"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.02325982,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"11","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9997000098228455,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9986000061035156,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9908999800682068,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/affine-transformation","display_name":"Affine transformation","score":0.7640060186386108},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.7126887440681458},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.6421313881874084},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.560556173324585},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5572301149368286},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5429731011390686},{"id":"https://openalex.org/keywords/dual-graph","display_name":"Dual graph","score":0.4456442892551422},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.43498626351356506},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4024203419685364},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.24438416957855225},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.233638733625412},{"id":"https://openalex.org/keywords/pure-mathematics","display_name":"Pure mathematics","score":0.126922607421875},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.11373350024223328}],"concepts":[{"id":"https://openalex.org/C92757383","wikidata":"https://www.wikidata.org/wiki/Q382497","display_name":"Affine transformation","level":2,"score":0.7640060186386108},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.7126887440681458},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.6421313881874084},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.560556173324585},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5572301149368286},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5429731011390686},{"id":"https://openalex.org/C169827030","wikidata":"https://www.wikidata.org/wiki/Q2294516","display_name":"Dual graph","level":4,"score":0.4456442892551422},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.43498626351356506},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4024203419685364},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.24438416957855225},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.233638733625412},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.126922607421875},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.11373350024223328},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C203776342","wikidata":"https://www.wikidata.org/wiki/Q1378376","display_name":"Line graph","level":3,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-025-01792-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-01792-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01792-1.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Complex & Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c6989415569c4734b6f1ecc7d94633fa","is_oa":true,"landing_page_url":"https://doaj.org/article/c6989415569c4734b6f1ecc7d94633fa","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 11, Iss 4, Pp 1-18 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-025-01792-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-01792-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-01792-1.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Complex & Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4408010217.pdf"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W2061438946","https://openalex.org/W2062288632","https://openalex.org/W2344124258","https://openalex.org/W2559871160","https://openalex.org/W2569943405","https://openalex.org/W2624172411","https://openalex.org/W2781778455","https://openalex.org/W2922354583","https://openalex.org/W2995187556","https://openalex.org/W3042320418","https://openalex.org/W3101964918","https://openalex.org/W3129039960","https://openalex.org/W3175531063","https://openalex.org/W3202388061","https://openalex.org/W3203738044","https://openalex.org/W3215490691","https://openalex.org/W4214762607","https://openalex.org/W4226255358","https://openalex.org/W4281651041","https://openalex.org/W4291012511","https://openalex.org/W4293447367","https://openalex.org/W4294770724","https://openalex.org/W4313267411","https://openalex.org/W4313555760","https://openalex.org/W4319166312","https://openalex.org/W4320177228","https://openalex.org/W4321021048","https://openalex.org/W4378697023","https://openalex.org/W4379386118","https://openalex.org/W4382067341","https://openalex.org/W4385787393","https://openalex.org/W4386288046","https://openalex.org/W4387350492","https://openalex.org/W4389724522","https://openalex.org/W4389934639","https://openalex.org/W4390480888","https://openalex.org/W4390490845","https://openalex.org/W4391128886","https://openalex.org/W4393034369","https://openalex.org/W4394851328","https://openalex.org/W4398162085","https://openalex.org/W4398775892","https://openalex.org/W4399154429","https://openalex.org/W4400905793","https://openalex.org/W4402261304","https://openalex.org/W4404897708"],"related_works":["https://openalex.org/W2038416447","https://openalex.org/W2364151838","https://openalex.org/W2066926363","https://openalex.org/W1623358412","https://openalex.org/W2354159744","https://openalex.org/W1522006748","https://openalex.org/W4212786251","https://openalex.org/W4404280406","https://openalex.org/W2516172929","https://openalex.org/W2057144288"],"abstract_inverted_index":{"Remote":[0],"sensing":[1,68,121,148,168,214],"image":[2,69,122,149,215],"pairs":[3,70,123,150,216],"of":[4,66,71,124,146,158,166,198,212,217,237,248,280],"different":[5,72,125,218],"time":[6,73,126],"phases":[7,74,219],"have":[8],"complex":[9],"and":[10,14,26,39,63,113,141,193,206,240,263,282],"changeable":[11],"semantic":[12,61,196],"contents,":[13],"traditional":[15],"convolutional":[16],"registration":[17,37,65,165,273],"methods":[18],"are":[19,135,151],"challenging":[20],"in":[21,31,35,137],"modeling":[22],"subtle":[23,143],"local":[24,144,189],"changes":[25,145],"global":[27,101,179,194],"large-scale":[28,111],"deformation":[29],"differences":[30],"detail.":[32],"This":[33,55],"results":[34,259],"poor":[36,40],"performance":[38],"feature":[41],"representation.":[42],"To":[43],"address":[44],"these":[45],"problems,":[46],"a":[47,84,174],"semantically":[48],"enhanced":[49],"dual-graph":[50,132],"perception":[51,133,160],"framework":[52,56,270],"is":[53,92,117,184,224],"proposed.":[54],"aims":[57],"to":[58,77,94,100,162,186],"gradually":[59],"achieve":[60,163],"alignment":[62],"precise":[64],"remote":[67,120,147,167,213],"via":[75],"coarse":[76,164],"fine":[78],"stages.":[79],"On":[80,170],"the":[81,104,114,129,142,154,171,188,199,208,228,235,241,246,252,257,261,268],"one":[82],"hand,":[83,173],"newly":[85,229],"designed":[86,230],"large-selection":[87],"kernel":[88],"convolution":[89,183],"attention":[90,180],"module":[91,176,239],"used":[93,185],"learn":[95],"affine":[96],"transformation":[97],"parameters.":[98],"Attention":[99],"semantics":[102],"perceives":[103],"large":[105],"pixel":[106,209],"displacement":[107,210],"deviation":[108,211],"caused":[109],"by":[110,178],"deformation,":[112],"association":[115],"relationship":[116],"established":[118],"between":[119,204],"phases.":[127],"At":[128],"same":[130],"time,":[131],"modules":[134],"embedded":[136],"multiple":[138],"subspace":[139],"structures,":[140],"modeled":[152],"through":[153,220],"dynamic":[155],"aggregation":[156],"ability":[157],"graph":[159],"nodes":[161],"images.":[169],"other":[172],"U-shaped":[175],"guided":[177],"with":[181,275],"deformable":[182],"refine":[187],"spatial":[190],"structural":[191],"features":[192],"contextual":[195],"information":[197],"rough":[200],"registration,":[201],"establish":[202],"dependencies":[203],"channels,":[205],"correct":[207],"position":[221],"encoding.":[222],"It":[223],"worth":[225],"noting":[226],"that":[227,267],"weighted":[231],"loss":[232],"function":[233],"supervises":[234],"learning":[236],"each":[238],"entire":[242],"network":[243],"structure":[244],"from":[245],"perspective":[247],"inverse":[249],"consistency,":[250],"promoting":[251],"network\u2019s":[253],"optimal":[254],"performance.":[255],"Finally,":[256],"experimental":[258],"on":[260],"AerialData":[262],"GFRS":[264],"datasets":[265],"show":[266],"proposed":[269],"has":[271],"good":[272],"performance,":[274],"mean":[276],"absolute":[277],"error":[278],"(MAE)":[279],"3.64":[281],"3.81,":[283],"respectively.":[284]},"counts_by_year":[],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}