{"id":"https://openalex.org/W4404840301","doi":"https://doi.org/10.1109/tcsvt.2024.3508844","title":"Spatial-Spectral Aggregation Transformer With Diffusion Prior for Hyperspectral Image Super-Resolution","display_name":"Spatial-Spectral Aggregation Transformer With Diffusion Prior for Hyperspectral Image Super-Resolution","publication_year":2024,"publication_date":"2024-11-29","ids":{"openalex":"https://openalex.org/W4404840301","doi":"https://doi.org/10.1109/tcsvt.2024.3508844"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2024.3508844","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3508844","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","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":"https://openalex.org/A5100432821","display_name":"Mingyang Zhang","orcid":"https://orcid.org/0000-0002-9768-516X"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingyang Zhang","raw_affiliation_strings":["School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, School of Electronic Engineering, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-9768-516X","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, School of Electronic Engineering, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115593914","display_name":"Xiangyu Wang","orcid":"https://orcid.org/0009-0001-4912-3314"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyu Wang","raw_affiliation_strings":["School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, School of Electronic Engineering, Xidian University, Xi&#x2019;an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, School of Electronic Engineering, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038280924","display_name":"Shuang Wu","orcid":"https://orcid.org/0009-0007-5993-3023"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuang Wu","raw_affiliation_strings":["School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, School of Electronic Engineering, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0009-0007-5993-3023","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, School of Electronic Engineering, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100356545","display_name":"Zhaoyang Wang","orcid":"https://orcid.org/0009-0001-6412-5799"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaoyang Wang","raw_affiliation_strings":["School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, School of Electronic Engineering, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0009-0001-6412-5799","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, School of Electronic Engineering, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091227928","display_name":"Maoguo Gong","orcid":"https://orcid.org/0000-0002-0415-8556"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Maoguo Gong","raw_affiliation_strings":["Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","Ministry of Education, Key Laboratory of Collaborative Intelligence Systems, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-0415-8556","affiliations":[{"raw_affiliation_string":"Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"Ministry of Education, Key Laboratory of Collaborative Intelligence Systems, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024112348","display_name":"Yu Zhou","orcid":"https://orcid.org/0009-0006-9950-4728"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Zhou","raw_affiliation_strings":["School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, School of Electronic Engineering, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0009-0006-9950-4728","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, School of Electronic Engineering, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087319429","display_name":"Fenlong Jiang","orcid":"https://orcid.org/0000-0002-3714-0600"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fenlong Jiang","raw_affiliation_strings":["School of Computer Science and Technology, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","KeyLaboratory of Collaborative Intelligence Systems, Ministry of Education, School of Computer Science and Technology, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-3714-0600","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"KeyLaboratory of Collaborative Intelligence Systems, Ministry of Education, School of Computer Science and Technology, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009576623","display_name":"Yue Wu","orcid":"https://orcid.org/0000-0002-3459-5079"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Wu","raw_affiliation_strings":["School of Computer Science and Technology, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","KeyLaboratory of Collaborative Intelligence Systems, Ministry of Education, School of Computer Science and Technology, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-3459-5079","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"KeyLaboratory of Collaborative Intelligence Systems, Ministry of Education, School of Computer Science and Technology, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I149594827"],"apc_list":null,"apc_paid":null,"fwci":2.9828,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.92159367,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"35","issue":"4","first_page":"3557","last_page":"3572"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9926000237464905,"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":0.9926000237464905,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9681000113487244,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9258000254631042,"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/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.8440947532653809},{"id":"https://openalex.org/keywords/image-resolution","display_name":"Image resolution","score":0.737858772277832},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.43454986810684204},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4217362403869629},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4210670292377472},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3682246506214142},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.361585795879364},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.17155954241752625}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.8440947532653809},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.737858772277832},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43454986810684204},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4217362403869629},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4210670292377472},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3682246506214142},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.361585795879364},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.17155954241752625}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2024.3508844","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3508844","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.550000011920929}],"awards":[{"id":"https://openalex.org/G1949608614","display_name":null,"funder_award_id":"62036006","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3925112687","display_name":null,"funder_award_id":"62376205","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5168910978","display_name":null,"funder_award_id":"2024JC-YBQN-0633","funder_id":"https://openalex.org/F4320336567","funder_display_name":"Natural Science Basic Research Program of Shaanxi Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320336567","display_name":"Natural Science Basic Research Program of Shaanxi Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":70,"referenced_works":["https://openalex.org/W1885185971","https://openalex.org/W1901129140","https://openalex.org/W1916874600","https://openalex.org/W2031132062","https://openalex.org/W2067532478","https://openalex.org/W2126025632","https://openalex.org/W2165709183","https://openalex.org/W2242218935","https://openalex.org/W2345557152","https://openalex.org/W2476548250","https://openalex.org/W2494274259","https://openalex.org/W2588000623","https://openalex.org/W2615706402","https://openalex.org/W2750246414","https://openalex.org/W2752716059","https://openalex.org/W2767522909","https://openalex.org/W2773850265","https://openalex.org/W2783458259","https://openalex.org/W2793272303","https://openalex.org/W2898062170","https://openalex.org/W2944248482","https://openalex.org/W2947295162","https://openalex.org/W2963372104","https://openalex.org/W2963442801","https://openalex.org/W3008789903","https://openalex.org/W3025440211","https://openalex.org/W3027120144","https://openalex.org/W3037458146","https://openalex.org/W3091687261","https://openalex.org/W3136032573","https://openalex.org/W3161700323","https://openalex.org/W3179685412","https://openalex.org/W3207918547","https://openalex.org/W3212516020","https://openalex.org/W3216352822","https://openalex.org/W4206706211","https://openalex.org/W4225672218","https://openalex.org/W4285202680","https://openalex.org/W4294310997","https://openalex.org/W4301878994","https://openalex.org/W4309158361","https://openalex.org/W4312388283","https://openalex.org/W4312524730","https://openalex.org/W4312705932","https://openalex.org/W4313142698","https://openalex.org/W4313156423","https://openalex.org/W4321497943","https://openalex.org/W4366308823","https://openalex.org/W4367043397","https://openalex.org/W4384206036","https://openalex.org/W4385255943","https://openalex.org/W4386275830","https://openalex.org/W4386472860","https://openalex.org/W4386766980","https://openalex.org/W4387250455","https://openalex.org/W4390872396","https://openalex.org/W4390872911","https://openalex.org/W4401070647","https://openalex.org/W4402661216","https://openalex.org/W4403390889","https://openalex.org/W6765775151","https://openalex.org/W6779823529","https://openalex.org/W6786375611","https://openalex.org/W6788990321","https://openalex.org/W6797359156","https://openalex.org/W6798447524","https://openalex.org/W6802200016","https://openalex.org/W6805547681","https://openalex.org/W6840155194","https://openalex.org/W6868910392"],"related_works":["https://openalex.org/W2072166414","https://openalex.org/W3209970181","https://openalex.org/W2385371209","https://openalex.org/W4250051149","https://openalex.org/W2083270190","https://openalex.org/W2317401237","https://openalex.org/W1990800631","https://openalex.org/W2167120702","https://openalex.org/W2579567122","https://openalex.org/W2369060955"],"abstract_inverted_index":{"Constrained":[0],"by":[1,59],"imaging":[2],"systems,":[3],"hyperspectral":[4,218],"images":[5,108],"(HSIs)":[6],"always":[7],"have":[8,18],"a":[9,63,98,115,122,130,190],"low":[10],"spatial":[11,162,184],"resolution.":[12],"Deep":[13],"learning-based":[14],"HSI":[15,127],"super-resolution":[16,112,152,227],"methods":[17,233],"achieved":[19],"impressive":[20],"results":[21],"through":[22,46,113],"learning":[23],"the":[24,39,60,70,84,139,147,151,175,181,210,222,231],"nonlinear":[25],"mapping":[26],"between":[27],"low-resolution":[28],"(LR)":[29],"and":[30,55,77,133,163,185,229,239],"high-resolution":[31],"(HR)":[32],"images.":[33],"However,":[34],"most":[35],"of":[36,87,183,236],"them":[37],"take":[38],"LR":[40],"image":[41],"or":[42],"its":[43],"upsampled":[44],"version":[45],"bicubic":[47],"interpolation":[48],"as":[49],"input,":[50],"leading":[51],"to":[52,72,109,179,201],"low-quality":[53],"features":[54,137,149,169],"limited":[56],"details":[57,79],"captured":[58],"network.":[61],"As":[62],"powerful":[64],"generative":[65],"model,":[66,153],"diffusion":[67,116,123],"model":[68,124],"has":[69],"ability":[71],"learn":[73],"both":[74,171],"contextual":[75],"semantics":[76],"textual":[78],"from":[80,106,138],"distinct":[81],"timesteps,":[82],"enabling":[83],"effective":[85],"exploration":[86],"spatial-spectral":[88,191],"distributions":[89],"in":[90,111,129,170,234],"high-dimensional":[91],"data.":[92],"In":[93],"this":[94],"paper,":[95],"we":[96,119,154,188],"propose":[97,155],"novel":[99],"method":[100,224],"that":[101,195,221],"extracts":[102],"high-quality":[103],"prior":[104,136,148],"information":[105,203],"original":[107,126,176],"assist":[110],"pretraining":[114],"model.":[117],"Specifically,":[118],"first":[120],"train":[121],"using":[125],"patches":[128],"self-supervised":[131],"manner":[132],"then":[134],"obtain":[135],"pretrained":[140],"denoising":[141],"U-Net":[142],"decoder.":[143],"To":[144],"efficiently":[145],"incorporate":[146],"into":[150],"an":[156,197],"adaptive":[157,198],"fusion":[158],"module":[159,194,200],"based":[160],"on":[161,215],"spectral":[164,186],"attention":[165],"mechanisms,":[166],"which":[167],"enhances":[168],"dimensions":[172],"while":[173],"preserving":[174],"characteristics.":[177],"Additionally,":[178],"leverage":[180],"complementarity":[182],"information,":[187],"design":[189],"aggregation":[192],"Transformer":[193],"incorporates":[196],"interaction":[199],"facilitate":[202],"exchange":[204],"across":[205],"different":[206],"dimensions,":[207],"thereby":[208],"enhancing":[209],"representation":[211],"capability.":[212],"Extensive":[213],"experiments":[214],"three":[216],"public":[217],"datasets":[219],"demonstrate":[220],"proposed":[223],"achieves":[225],"excellent":[226],"performance":[228],"outperforms":[230],"state-of-the-art":[232],"terms":[235],"quantitative":[237],"quality":[238],"visual":[240],"results.":[241]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":5}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
