{"id":"https://openalex.org/W4312604377","doi":"https://doi.org/10.1109/jstars.2022.3214653","title":"Hyperspectral Superresolution Reconstruction via Decomposition of Low-Rank and Sparse Tensor","display_name":"Hyperspectral Superresolution Reconstruction via Decomposition of Low-Rank and Sparse Tensor","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4312604377","doi":"https://doi.org/10.1109/jstars.2022.3214653"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2022.3214653","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2022.3214653","pdf_url":"https://ieeexplore.ieee.org/ielx7/4609443/4609444/09919351.pdf","source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/4609443/4609444/09919351.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080426052","display_name":"Huajing Wu","orcid":"https://orcid.org/0000-0002-7248-680X"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Huajing Wu","raw_affiliation_strings":["School of Environment Science and Spatial Informatics, China University of Mining and Technology, Xuzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-7248-680X","affiliations":[{"raw_affiliation_string":"School of Environment Science and Spatial Informatics, China University of Mining and Technology, Xuzhou, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079094554","display_name":"Kefei Zhang","orcid":"https://orcid.org/0000-0001-9376-1148"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kefei Zhang","raw_affiliation_strings":["School of Environment Science and Spatial Informatics, China University of Mining and Technology, Xuzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-9376-1148","affiliations":[{"raw_affiliation_string":"School of Environment Science and Spatial Informatics, China University of Mining and Technology, Xuzhou, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010638698","display_name":"Suqin Wu","orcid":"https://orcid.org/0000-0002-0994-402X"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Suqin Wu","raw_affiliation_strings":["School of Environment Science and Spatial Informatics, China University of Mining and Technology, Xuzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-0994-402X","affiliations":[{"raw_affiliation_string":"School of Environment Science and Spatial Informatics, China University of Mining and Technology, Xuzhou, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001054710","display_name":"Minghao Zhang","orcid":"https://orcid.org/0000-0002-5786-7436"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minghao Zhang","raw_affiliation_strings":["School of Environment Science and Spatial Informatics, China University of Mining and Technology, Xuzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-5786-7436","affiliations":[{"raw_affiliation_string":"School of Environment Science and Spatial Informatics, China University of Mining and Technology, Xuzhou, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064183671","display_name":"Shuangshuang Shi","orcid":"https://orcid.org/0000-0001-6829-412X"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuangshuang Shi","raw_affiliation_strings":["School of Environment Science and Spatial Informatics, China University of Mining and Technology, Xuzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-6829-412X","affiliations":[{"raw_affiliation_string":"School of Environment Science and Spatial Informatics, China University of Mining and Technology, Xuzhou, China","institution_ids":["https://openalex.org/I25757504"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5080426052"],"corresponding_institution_ids":["https://openalex.org/I25757504"],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":{"value":1250,"currency":"USD","value_usd":1250},"fwci":0.7912,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.75588734,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"15","issue":null,"first_page":"8943","last_page":"8957"},"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9998000264167786,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9994000196456909,"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":0.8992542624473572},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6116307377815247},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6099387407302856},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5906217098236084},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.5895804166793823},{"id":"https://openalex.org/keywords/image-resolution","display_name":"Image resolution","score":0.5453209280967712},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.5124178528785706},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.46436163783073425},{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.45359131693840027},{"id":"https://openalex.org/keywords/superresolution","display_name":"Superresolution","score":0.4355575442314148},{"id":"https://openalex.org/keywords/matrix-decomposition","display_name":"Matrix decomposition","score":0.4252348244190216},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.42435699701309204},{"id":"https://openalex.org/keywords/sparse-matrix","display_name":"Sparse matrix","score":0.4158604145050049},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3894757926464081},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.38610023260116577},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.37663453817367554}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.8992542624473572},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6116307377815247},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6099387407302856},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5906217098236084},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.5895804166793823},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.5453209280967712},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.5124178528785706},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.46436163783073425},{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.45359131693840027},{"id":"https://openalex.org/C141239990","wikidata":"https://www.wikidata.org/wiki/Q957423","display_name":"Superresolution","level":3,"score":0.4355575442314148},{"id":"https://openalex.org/C42355184","wikidata":"https://www.wikidata.org/wiki/Q1361088","display_name":"Matrix decomposition","level":3,"score":0.4252348244190216},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.42435699701309204},{"id":"https://openalex.org/C56372850","wikidata":"https://www.wikidata.org/wiki/Q1050404","display_name":"Sparse matrix","level":3,"score":0.4158604145050049},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3894757926464081},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.38610023260116577},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.37663453817367554},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C158693339","wikidata":"https://www.wikidata.org/wiki/Q190524","display_name":"Eigenvalues and eigenvectors","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jstars.2022.3214653","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2022.3214653","pdf_url":"https://ieeexplore.ieee.org/ielx7/4609443/4609444/09919351.pdf","source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:223e0e9d8a614686848e05c5cd326aed","is_oa":true,"landing_page_url":"https://doaj.org/article/223e0e9d8a614686848e05c5cd326aed","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":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol 15, Pp 8943-8957 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2022.3214653","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2022.3214653","pdf_url":"https://ieeexplore.ieee.org/ielx7/4609443/4609444/09919351.pdf","source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G287986278","display_name":null,"funder_award_id":"42274021","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6563886235","display_name":null,"funder_award_id":"41874040","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":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4312604377.pdf","grobid_xml":"https://content.openalex.org/works/W4312604377.grobid-xml"},"referenced_works_count":64,"referenced_works":["https://openalex.org/W1990231296","https://openalex.org/W1998595580","https://openalex.org/W2021046129","https://openalex.org/W2048683346","https://openalex.org/W2078855750","https://openalex.org/W2087366239","https://openalex.org/W2097130407","https://openalex.org/W2111896212","https://openalex.org/W2121058967","https://openalex.org/W2129732816","https://openalex.org/W2133665775","https://openalex.org/W2144436897","https://openalex.org/W2158537567","https://openalex.org/W2163886442","https://openalex.org/W2169279814","https://openalex.org/W2171108951","https://openalex.org/W2172063876","https://openalex.org/W2221899823","https://openalex.org/W2295976914","https://openalex.org/W2482131679","https://openalex.org/W2566771666","https://openalex.org/W2605368222","https://openalex.org/W2619817102","https://openalex.org/W2625894731","https://openalex.org/W2748530166","https://openalex.org/W2760763333","https://openalex.org/W2768732801","https://openalex.org/W2769378362","https://openalex.org/W2773850265","https://openalex.org/W2775207294","https://openalex.org/W2792111852","https://openalex.org/W2792144524","https://openalex.org/W2804744787","https://openalex.org/W2910457605","https://openalex.org/W2911648799","https://openalex.org/W2919868964","https://openalex.org/W2921375206","https://openalex.org/W2945202593","https://openalex.org/W2946516313","https://openalex.org/W2948962630","https://openalex.org/W2962853966","https://openalex.org/W2963607435","https://openalex.org/W2964137460","https://openalex.org/W2964189474","https://openalex.org/W2964372277","https://openalex.org/W2970760100","https://openalex.org/W2972029982","https://openalex.org/W2990162903","https://openalex.org/W2998656915","https://openalex.org/W3016410830","https://openalex.org/W3033214016","https://openalex.org/W3046876707","https://openalex.org/W3096412484","https://openalex.org/W3096751897","https://openalex.org/W3102912004","https://openalex.org/W3132115664","https://openalex.org/W3139578059","https://openalex.org/W3151685330","https://openalex.org/W3168080945","https://openalex.org/W3171243408","https://openalex.org/W3207005322","https://openalex.org/W3211637358","https://openalex.org/W4206022883","https://openalex.org/W4210330613"],"related_works":["https://openalex.org/W2072166414","https://openalex.org/W2022304901","https://openalex.org/W2018850895","https://openalex.org/W1987483041","https://openalex.org/W2988577871","https://openalex.org/W4391030644","https://openalex.org/W4205174160","https://openalex.org/W2898722594","https://openalex.org/W2125326641","https://openalex.org/W133838137"],"abstract_inverted_index":{"Hyperspectral":[0],"super-resolution":[1,28],"reconstruction":[2,29],"technique":[3],"obtains":[4],"a":[5,13,19,105,149],"high-resolution":[6,20],"hyperspectral":[7,15,27],"image":[8,16,22],"(HR-HSI)":[9],"by":[10,101,114,162,184,199],"fusing":[11],"both":[12,187],"low-resolution":[14],"(LR-HSI)":[17],"and":[18,40,56,71,81,90,139,189,206],"multispectral":[21],"(HR-MSI).":[23],"Existing":[24],"methods":[25,183],"of":[26,54,108,124,136,167,186,203,213],"are":[30],"mostly":[31],"concentrated":[32],"on":[33,171],"the":[34,86,91,115,125,132,141,146,163,176,196,204,211,214],"global":[35],"low-rank":[36,55,70,88,102,205],"property,":[37,89],"while":[38],"spatial":[39,80,126,134],"spectral":[41,82,87],"information":[42,98],"in":[43,62,145],"individual":[44,143],"regions":[45,144],"is":[46,60,193],"not":[47],"considered.":[48],"To":[49],"address":[50],"this":[51,63],"issue,":[52],"decomposition":[53],"sparse":[57,72,147,207],"tensor":[58],"(DLST)":[59],"proposed":[61,177],"study.":[64],"First,":[65],"HR-HSI":[66,159],"was":[67,76,93,118,156,160],"decomposed":[68],"into":[69,79,201],"components.":[73],"The":[74],"former":[75],"further":[77],"separated":[78],"domains":[83],"according":[84],"to":[85,95,120,130],"later":[92],"used":[94],"compensate":[96],"for":[97],"loss":[99],"caused":[100],"property.":[103],"Then,":[104],"nonlocal":[106,122],"constraint":[107],"adaptive":[109],"manifold":[110,116],"extracting":[111],"structural":[112],"details":[113],"structure":[117,135],"designed":[119],"enforce":[121],"self-similarity":[123],"domain.":[127],"In":[128],"order":[129],"ensure":[131],"same":[133],"different":[137],"bands":[138],"reduce":[140],"false":[142],"component,":[148],"surface-aware":[150],"regularization":[151],"combined":[152],"with":[153],"group":[154],"sparsity":[155],"utilized.":[157],"Finally,":[158],"constructed":[161],"alternating":[164],"direction":[165],"method":[166,178,198],"multipliers.":[168],"Experiment":[169],"results":[170],"three":[172],"datasets":[173],"show":[174],"that":[175,195],"outperform":[179],"five":[180],"common":[181],"existing":[182],"means":[185],"visual":[188],"quantitative":[190],"evaluations.":[191],"It":[192],"concluded":[194],"new":[197],"taking":[200],"account":[202],"properties":[208],"can":[209],"improve":[210],"result":[212],"reconstruction.":[215]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}