{"id":"https://openalex.org/W4406814337","doi":"https://doi.org/10.1007/s10462-024-11090-w","title":"A comprehensive review of deep learning-based hyperspectral image reconstruction for agri-food quality appraisal","display_name":"A comprehensive review of deep learning-based hyperspectral image reconstruction for agri-food quality appraisal","publication_year":2025,"publication_date":"2025-01-25","ids":{"openalex":"https://openalex.org/W4406814337","doi":"https://doi.org/10.1007/s10462-024-11090-w"},"language":"en","primary_location":{"id":"doi:10.1007/s10462-024-11090-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-11090-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-11090-w.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-11090-w.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030604149","display_name":"Md. Toukir Ahmed","orcid":"https://orcid.org/0000-0003-1968-4564"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Md. Toukir Ahmed","raw_affiliation_strings":["The Grainger College of Engineering, Department of Agricultural and Biological Engineering, University of Illinois Urbana Champaign, Urbana, IL, 61801, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Grainger College of Engineering, Department of Agricultural and Biological Engineering, University of Illinois Urbana Champaign, Urbana, IL, 61801, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014340264","display_name":"Ocean Monjur","orcid":"https://orcid.org/0000-0003-1526-6808"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ocean Monjur","raw_affiliation_strings":["The Grainger College of Engineering, Department of Agricultural and Biological Engineering, University of Illinois Urbana Champaign, Urbana, IL, 61801, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Grainger College of Engineering, Department of Agricultural and Biological Engineering, University of Illinois Urbana Champaign, Urbana, IL, 61801, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051271478","display_name":"Alin Khaliduzzaman","orcid":"https://orcid.org/0000-0001-6621-8430"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alin Khaliduzzaman","raw_affiliation_strings":["The Grainger College of Engineering, Department of Agricultural and Biological Engineering, University of Illinois Urbana Champaign, Urbana, IL, 61801, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Grainger College of Engineering, Department of Agricultural and Biological Engineering, University of Illinois Urbana Champaign, Urbana, IL, 61801, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090924308","display_name":"Mohammed Kamruzzaman","orcid":"https://orcid.org/0000-0002-3525-3521"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mohammed Kamruzzaman","raw_affiliation_strings":["The Grainger College of Engineering, Department of Agricultural and Biological Engineering, University of Illinois Urbana Champaign, Urbana, IL, 61801, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Grainger College of Engineering, Department of Agricultural and Biological Engineering, University of Illinois Urbana Champaign, Urbana, IL, 61801, USA","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5090924308"],"corresponding_institution_ids":["https://openalex.org/I157725225"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":31.4003,"has_fulltext":true,"cited_by_count":59,"citation_normalized_percentile":{"value":0.99930352,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"58","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9979000091552734,"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.977400004863739,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental 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":0.8770608901977539},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7464367747306824},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.532196044921875},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5111115574836731},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.5019104480743408},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4347565770149231},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3636491298675537},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.35942894220352173},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.32748302817344666},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1381741464138031}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.8770608901977539},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7464367747306824},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.532196044921875},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5111115574836731},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.5019104480743408},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4347565770149231},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3636491298675537},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.35942894220352173},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.32748302817344666},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1381741464138031},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10462-024-11090-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-11090-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-11090-w.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10462-024-11090-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-11090-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-11090-w.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3270510720","display_name":null,"funder_award_id":"AM21SCMPMS1010","funder_id":"https://openalex.org/F4320332300","funder_display_name":"Agricultural Marketing Service"},{"id":"https://openalex.org/G4848360590","display_name":null,"funder_award_id":"AM21SCMPMS1010","funder_id":"https://openalex.org/F4320306114","funder_display_name":"U.S. Department of Agriculture"},{"id":"https://openalex.org/G7529210844","display_name":null,"funder_award_id":"AM21SCMPMS1010","funder_id":"https://openalex.org/F4320332299","funder_display_name":"National Institute of Food and Agriculture"}],"funders":[{"id":"https://openalex.org/F4320306114","display_name":"U.S. Department of Agriculture","ror":"https://ror.org/01na82s61"},{"id":"https://openalex.org/F4320332299","display_name":"National Institute of Food and Agriculture","ror":"https://ror.org/05qx3fv49"},{"id":"https://openalex.org/F4320332300","display_name":"Agricultural Marketing Service","ror":"https://ror.org/01xx4fy37"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406814337.pdf","grobid_xml":"https://content.openalex.org/works/W4406814337.grobid-xml"},"referenced_works_count":95,"referenced_works":["https://openalex.org/W8423413","https://openalex.org/W588489631","https://openalex.org/W1151461965","https://openalex.org/W1251273715","https://openalex.org/W1971319412","https://openalex.org/W2012946078","https://openalex.org/W2015415108","https://openalex.org/W2019274670","https://openalex.org/W2064076387","https://openalex.org/W2075844424","https://openalex.org/W2078360216","https://openalex.org/W2083566418","https://openalex.org/W2100109944","https://openalex.org/W2520430674","https://openalex.org/W2533102868","https://openalex.org/W2611988762","https://openalex.org/W2750085043","https://openalex.org/W2766101120","https://openalex.org/W2892288283","https://openalex.org/W2893739000","https://openalex.org/W2901084634","https://openalex.org/W2901677542","https://openalex.org/W2902415664","https://openalex.org/W2963372104","https://openalex.org/W2976292222","https://openalex.org/W2990204581","https://openalex.org/W2997797376","https://openalex.org/W3016108562","https://openalex.org/W3018221629","https://openalex.org/W3035556176","https://openalex.org/W3035598238","https://openalex.org/W3048025158","https://openalex.org/W3075397214","https://openalex.org/W3091771023","https://openalex.org/W3112965401","https://openalex.org/W3127042927","https://openalex.org/W3133531783","https://openalex.org/W3156696558","https://openalex.org/W3164816634","https://openalex.org/W3167200346","https://openalex.org/W3170697543","https://openalex.org/W3176096490","https://openalex.org/W3181729304","https://openalex.org/W3186573928","https://openalex.org/W3196711624","https://openalex.org/W3198699694","https://openalex.org/W3201949031","https://openalex.org/W3209698263","https://openalex.org/W3210002208","https://openalex.org/W3213631637","https://openalex.org/W4200386111","https://openalex.org/W4206112591","https://openalex.org/W4220777013","https://openalex.org/W4224294196","https://openalex.org/W4225672218","https://openalex.org/W4242943569","https://openalex.org/W4280638333","https://openalex.org/W4285085921","https://openalex.org/W4285105796","https://openalex.org/W4287009905","https://openalex.org/W4292794818","https://openalex.org/W4297931263","https://openalex.org/W4306631598","https://openalex.org/W4307646474","https://openalex.org/W4313467048","https://openalex.org/W4317821562","https://openalex.org/W4322617828","https://openalex.org/W4327703585","https://openalex.org/W4366091323","https://openalex.org/W4366813579","https://openalex.org/W4372342314","https://openalex.org/W4377091325","https://openalex.org/W4378901808","https://openalex.org/W4380591126","https://openalex.org/W4383645964","https://openalex.org/W4386019061","https://openalex.org/W4386858782","https://openalex.org/W4387675717","https://openalex.org/W4389306432","https://openalex.org/W4390650730","https://openalex.org/W4390874367","https://openalex.org/W4391053949","https://openalex.org/W4391795766","https://openalex.org/W4393068023","https://openalex.org/W4393147899","https://openalex.org/W4393192100","https://openalex.org/W4393315131","https://openalex.org/W4398229792","https://openalex.org/W4399508110","https://openalex.org/W4399881350","https://openalex.org/W4401043389","https://openalex.org/W4401419355","https://openalex.org/W4401798776","https://openalex.org/W4402727311","https://openalex.org/W4403118205"],"related_works":["https://openalex.org/W2072166414","https://openalex.org/W3209970181","https://openalex.org/W2060875994","https://openalex.org/W3034375524","https://openalex.org/W4230131218","https://openalex.org/W2404757046","https://openalex.org/W2044184146","https://openalex.org/W2385371209","https://openalex.org/W4250051149","https://openalex.org/W2083270190"],"abstract_inverted_index":{"Abstract":[0],"Hyperspectral":[1],"imaging":[2,84],"(HSI)":[3],"has":[4],"recently":[5],"emerged":[6],"as":[7],"a":[8,50,55,87,104,135],"promising":[9],"tool":[10],"for":[11,54,114],"various":[12],"agricultural":[13,129],"applications.":[14],"However,":[15],"high":[16],"equipment":[17],"cost,":[18],"instrumentation":[19],"complexity,":[20],"and":[21,64,76,90,117,130,133,145],"data-intensive":[22],"nature":[23],"have":[24],"limited":[25],"its":[26],"widespread":[27,146],"adoption.":[28],"To":[29],"overcome":[30],"these":[31,138],"challenges,":[32],"reconstructing":[33],"hyperspectral":[34,125],"data":[35],"from":[36,80],"simple,":[37,81],"cost-effective":[38,82],"color":[39],"or":[40],"RGB":[41,83],"(red-green-blue)":[42],"images":[43],"using":[44],"advanced":[45,67,144],"deep":[46,68,111,123],"learning":[47,69,112],"algorithms":[48],"offers":[49],"practically":[51],"attractive":[52],"solution":[53],"wide":[56],"range":[57],"of":[58,107,122],"applications":[59,147],"in":[60,110,148],"food":[61,131],"quality":[62],"control":[63],"assurance.":[65],"Through":[66],"algorithms,":[70],"it":[71],"is":[72],"possible":[73],"to":[74,85,96,142],"capture":[75],"reconstruct":[77],"spectral":[78],"information":[79],"create":[86],"reliable,":[88],"efficient,":[89],"scalable":[91],"system":[92],"with":[93],"accuracy":[94],"comparable":[95],"dedicated,":[97],"expensive":[98],"HSI":[99,115],"systems.":[100],"This":[101],"review":[102],"provides":[103],"comprehensive":[105],"overview":[106],"recent":[108],"advances":[109],"techniques":[113],"reconstruction":[116,127],"highlights":[118],"the":[119,149],"transformative":[120],"impact":[121],"learning-based":[124],"image":[126],"on":[128],"products":[132],"anticipates":[134],"future":[136],"where":[137],"innovations":[139],"will":[140],"lead":[141],"more":[143],"agri-food":[150],"industry.":[151]},"counts_by_year":[{"year":2026,"cited_by_count":27},{"year":2025,"cited_by_count":32}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}