{"id":"https://openalex.org/W4414404873","doi":"https://doi.org/10.1109/tgrs.2025.3612420","title":"SeG-SR: Integrating Semantic Knowledge Into Remote Sensing Image Super-Resolution via Vision-Language Model","display_name":"SeG-SR: Integrating Semantic Knowledge Into Remote Sensing Image Super-Resolution via Vision-Language Model","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4414404873","doi":"https://doi.org/10.1109/tgrs.2025.3612420"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2025.3612420","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3612420","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Transactions on Geoscience and Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2505.23010","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039934912","display_name":"Bowen Chen","orcid":"https://orcid.org/0009-0005-4227-3933"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bowen Chen","raw_affiliation_strings":["Department of Aerospace Intelligent Science and Technology, School of Astronautics, and the Key Laboratory of Spacecraft Design Optimization and Dynamic Simulation Technologies, Ministry of Education, Beihang University, Beijing, China","Department of Aerospace Intelligent Science and Technology, School of Astronautics, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Aerospace Intelligent Science and Technology, School of Astronautics, and the Key Laboratory of Spacecraft Design Optimization and Dynamic Simulation Technologies, Ministry of Education, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"Department of Aerospace Intelligent Science and Technology, School of Astronautics, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101518544","display_name":"Keyan Chen","orcid":"https://orcid.org/0000-0003-0483-1306"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Keyan Chen","raw_affiliation_strings":["Department of Aerospace Intelligent Science and Technology, School of Astronautics, and the Key Laboratory of Spacecraft Design Optimization and Dynamic Simulation Technologies, Ministry of Education, Beihang University, Beijing, China","Department of Aerospace Intelligent Science and Technology, School of Astronautics, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Aerospace Intelligent Science and Technology, School of Astronautics, and the Key Laboratory of Spacecraft Design Optimization and Dynamic Simulation Technologies, Ministry of Education, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"Department of Aerospace Intelligent Science and Technology, School of Astronautics, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109298211","display_name":"Mohan Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mohan Yang","raw_affiliation_strings":["Department of Aerospace Intelligent Science and Technology, School of Astronautics, and the Key Laboratory of Spacecraft Design Optimization and Dynamic Simulation Technologies, Ministry of Education, Beihang University, Beijing, China","Department of Aerospace Intelligent Science and Technology, School of Astronautics, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Aerospace Intelligent Science and Technology, School of Astronautics, and the Key Laboratory of Spacecraft Design Optimization and Dynamic Simulation Technologies, Ministry of Education, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"Department of Aerospace Intelligent Science and Technology, School of Astronautics, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088611151","display_name":"Zhengxia Zou","orcid":"https://orcid.org/0000-0003-1774-552X"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengxia Zou","raw_affiliation_strings":["Department of Aerospace Intelligent Science and Technology, School of Astronautics, and the Key Laboratory of Spacecraft Design Optimization and Dynamic Simulation Technologies, Ministry of Education, Beihang University, Beijing, China","Department of Aerospace Intelligent Science and Technology, School of Astronautics, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Aerospace Intelligent Science and Technology, School of Astronautics, and the Key Laboratory of Spacecraft Design Optimization and Dynamic Simulation Technologies, Ministry of Education, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"Department of Aerospace Intelligent Science and Technology, School of Astronautics, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058849690","display_name":"Zhenwei Shi","orcid":"https://orcid.org/0000-0002-4772-3172"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenwei Shi","raw_affiliation_strings":["Department of Aerospace Intelligent Science and Technology, School of Astronautics, and the Key Laboratory of Spacecraft Design Optimization and Dynamic Simulation Technologies, Ministry of Education, Beihang University, Beijing, China","Department of Aerospace Intelligent Science and Technology, School of Astronautics, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Aerospace Intelligent Science and Technology, School of Astronautics, and the Key Laboratory of Spacecraft Design Optimization and Dynamic Simulation Technologies, Ministry of Education, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"Department of Aerospace Intelligent Science and Technology, School of Astronautics, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5039934912"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":null,"apc_paid":null,"fwci":19.5624,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.9904538,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10757","display_name":"Geographic Information Systems Studies","score":0.9024999737739563,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10757","display_name":"Geographic Information Systems Studies","score":0.9024999737739563,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/generalizability-theory","display_name":"Generalizability theory","score":0.5557000041007996},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.45879998803138733},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4343000054359436},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.4336000084877014},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.42719998955726624},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4025000035762787},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.3776000142097473},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.3700000047683716},{"id":"https://openalex.org/keywords/image-resolution","display_name":"Image resolution","score":0.365200012922287}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8366000056266785},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5820000171661377},{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.5557000041007996},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.45879998803138733},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45509999990463257},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4343000054359436},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.4336000084877014},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.42719998955726624},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4025000035762787},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.3776000142097473},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3700000047683716},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.365200012922287},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.35120001435279846},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.3495999872684479},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3379000127315521},{"id":"https://openalex.org/C183365957","wikidata":"https://www.wikidata.org/wiki/Q17140402","display_name":"Remote sensing application","level":3,"score":0.335999995470047},{"id":"https://openalex.org/C511149849","wikidata":"https://www.wikidata.org/wiki/Q7449051","display_name":"Semantic computing","level":3,"score":0.3206000030040741},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.3142000138759613},{"id":"https://openalex.org/C115925183","wikidata":"https://www.wikidata.org/wiki/Q1412694","display_name":"Knowledge-based systems","level":2,"score":0.29249998927116394},{"id":"https://openalex.org/C195807954","wikidata":"https://www.wikidata.org/wiki/Q1662562","display_name":"Information extraction","level":2,"score":0.28839999437332153},{"id":"https://openalex.org/C197914299","wikidata":"https://www.wikidata.org/wiki/Q18650","display_name":"Semantic memory","level":3,"score":0.2883000075817108},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.288100004196167},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.274399995803833},{"id":"https://openalex.org/C2775955345","wikidata":"https://www.wikidata.org/wiki/Q7449071","display_name":"Semantic mapping","level":2,"score":0.26269999146461487},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.26080000400543213},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.2606000006198883},{"id":"https://openalex.org/C103692084","wikidata":"https://www.wikidata.org/wiki/Q1765824","display_name":"Semantic grid","level":3,"score":0.2596000134944916},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2538999915122986},{"id":"https://openalex.org/C85407183","wikidata":"https://www.wikidata.org/wiki/Q1045785","display_name":"Semantic network","level":2,"score":0.25270000100135803},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.2515000104904175}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tgrs.2025.3612420","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3612420","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Transactions on Geoscience and Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2505.23010","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2505.23010","pdf_url":"https://arxiv.org/pdf/2505.23010","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2505.23010","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2505.23010","pdf_url":"https://arxiv.org/pdf/2505.23010","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2376276132","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4346813775","display_name":null,"funder_award_id":"U24B2017","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7033253288","display_name":null,"funder_award_id":"Grants","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7398995703","display_name":null,"funder_award_id":"U24B20177","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7969261120","display_name":null,"funder_award_id":"623B2013","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8320858330","display_name":null,"funder_award_id":"62125102","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8951484681","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414404873.pdf","grobid_xml":"https://content.openalex.org/works/W4414404873.grobid-xml"},"referenced_works_count":70,"referenced_works":["https://openalex.org/W1791560514","https://openalex.org/W1885185971","https://openalex.org/W1901129140","https://openalex.org/W1950594372","https://openalex.org/W1980038761","https://openalex.org/W2079302740","https://openalex.org/W2097074225","https://openalex.org/W2118963448","https://openalex.org/W2121058967","https://openalex.org/W2133665775","https://openalex.org/W2157494358","https://openalex.org/W2163935418","https://openalex.org/W2242218935","https://openalex.org/W2283168383","https://openalex.org/W2294802479","https://openalex.org/W2347115704","https://openalex.org/W2515866431","https://openalex.org/W2621121458","https://openalex.org/W2774112877","https://openalex.org/W2866634454","https://openalex.org/W2887695188","https://openalex.org/W2952773607","https://openalex.org/W2954930822","https://openalex.org/W2962785568","https://openalex.org/W2963372104","https://openalex.org/W2963470893","https://openalex.org/W2991488782","https://openalex.org/W2997019934","https://openalex.org/W3007236234","https://openalex.org/W3008439211","https://openalex.org/W3035028692","https://openalex.org/W3085051361","https://openalex.org/W3110643118","https://openalex.org/W3153239544","https://openalex.org/W3204971388","https://openalex.org/W3206098624","https://openalex.org/W3207918547","https://openalex.org/W3213053480","https://openalex.org/W4206433182","https://openalex.org/W4210606724","https://openalex.org/W4312773012","https://openalex.org/W4312933868","https://openalex.org/W4313021481","https://openalex.org/W4315925966","https://openalex.org/W4379746182","https://openalex.org/W4381617366","https://openalex.org/W4383818954","https://openalex.org/W4386083034","https://openalex.org/W4387829309","https://openalex.org/W4388936927","https://openalex.org/W4389610328","https://openalex.org/W4390357172","https://openalex.org/W4390706297","https://openalex.org/W4390872521","https://openalex.org/W4391021462","https://openalex.org/W4392172801","https://openalex.org/W4392909631","https://openalex.org/W4394586015","https://openalex.org/W4398249074","https://openalex.org/W4400489056","https://openalex.org/W4401943624","https://openalex.org/W4402781400","https://openalex.org/W4403947072","https://openalex.org/W4404410993","https://openalex.org/W4405908078","https://openalex.org/W4407737730","https://openalex.org/W4407937912","https://openalex.org/W4409152462","https://openalex.org/W4409334820","https://openalex.org/W4410115177"],"related_works":[],"abstract_inverted_index":{"High-resolution":[0],"(HR)":[1],"remote":[2,83,165],"sensing":[3,84,166],"imagery":[4],"plays":[5],"a":[6,10,56,118,149,157,171,178,191,256],"vital":[7],"role":[8,107],"in":[9,25,34,74,93,112],"wide":[11],"range":[12],"of":[13,82,108,180,224,258,264],"applications,":[14],"including":[15],"urban":[16],"planning":[17],"and":[18,27,58,135,222,236,261],"environmental":[19],"monitoring.":[20],"However,":[21],"due":[22],"to":[23,47,61,89,104,128,138,160,200],"limitations":[24],"sensors":[26],"data":[28],"transmission":[29],"links,":[30],"the":[31,79,94,106,140,184,202,206,215,220,246,251],"images":[32,50,134],"acquired":[33],"practice":[35],"often":[36],"suffer":[37],"from":[38,51,132,164,183],"resolution":[39,142],"degradation.":[40],"Remote":[41],"Sensing":[42],"Image":[43],"Super-Resolution":[44,120],"(RSISR)":[45],"aims":[46,103],"reconstruct":[48],"HR":[49,63],"low-resolution":[52],"(LR)":[53],"inputs,":[54],"providing":[55],"cost-effective":[57],"efficient":[59],"alternative":[60],"direct":[62],"image":[64],"acquisition.":[65],"Existing":[66],"RSISR":[67,114],"methods":[68],"primarily":[69],"focus":[70],"on":[71,233,250],"low-level":[72],"characteristics":[73],"pixel":[75],"space,":[76],"while":[77],"neglecting":[78],"high-level":[80,109,211],"understanding":[81,213],"scenes.":[85],"This":[86],"may":[87],"lead":[88],"semantically":[90],"inconsistent":[91],"artifacts":[92],"reconstructed":[95],"results.":[96],"Motivated":[97],"by":[98,205],"this":[99],"observation,":[100],"our":[101],"work":[102],"explore":[105],"semantic":[110,130,162,181,186,198],"knowledge":[111,131,163],"improving":[113],"performance.":[115],"We":[116,218],"propose":[117,170],"Semantic-Guided":[119],"framework,":[121],"SeG-SR,":[122],"which":[123,176],"leverages":[124],"Vision-Language":[125],"Models":[126],"(VLMs)":[127],"extract":[129,161],"input":[133],"uses":[136,197],"it":[137,254],"guide":[139],"super":[141],"(SR)":[143],"process.":[144],"Specifically,":[145],"we":[146,169,189],"first":[147],"design":[148],"Semantic":[150,172],"Feature":[151],"Extraction":[152],"Module":[153,174,194],"(SFEM)":[154],"that":[155,196],"utilizes":[156],"pretrained":[158],"VLM":[159],"images.":[167],"Next,":[168],"Localization":[173],"(SLM),":[175],"derives":[177],"series":[179],"guidance":[182,199],"extracted":[185,204],"knowledge.":[187],"Finally,":[188],"develop":[190],"Learnable":[192],"Modulation":[193],"(LMM)":[195],"modulate":[201],"features":[203],"SR":[207,216,242,248],"network,":[208],"effectively":[209],"incorporating":[210],"scene":[212],"into":[214],"pipeline.":[217],"validate":[219],"effectiveness":[221],"generalizability":[223],"SeG-SR":[225,229],"through":[226],"extensive":[227],"experiments:":[228],"achieves":[230],"state-of-the-art":[231],"performance":[232,239],"three":[234],"datasets,":[235],"consistently":[237],"improves":[238],"across":[240],"various":[241],"architectures.":[243],"Notably,":[244],"for":[245],"\u00d74":[247],"task":[249],"UCMerced":[252],"dataset,":[253],"attained":[255],"PSNR":[257],"29.3042":[259],"dB":[260],"an":[262],"SSIM":[263],"0.7961.":[265],"Codes":[266],"can":[267],"be":[268],"found":[269],"at":[270],"https://github.com/Mr-Bamboo/SeG-SR.":[271]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}