{"id":"https://openalex.org/W4389238257","doi":"https://doi.org/10.3390/s23239543","title":"Blackberry Fruit Classification in Underexposed Images Combining Deep Learning and Image Fusion Methods","display_name":"Blackberry Fruit Classification in Underexposed Images Combining Deep Learning and Image Fusion Methods","publication_year":2023,"publication_date":"2023-11-30","ids":{"openalex":"https://openalex.org/W4389238257","doi":"https://doi.org/10.3390/s23239543","pmid":"https://pubmed.ncbi.nlm.nih.gov/38067916"},"language":"en","primary_location":{"id":"doi:10.3390/s23239543","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23239543","pdf_url":"https://www.mdpi.com/1424-8220/23/23/9543/pdf?version=1701418701","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/23/9543/pdf?version=1701418701","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002990242","display_name":"E. Morales-Vargas","orcid":"https://orcid.org/0000-0001-5799-0955"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Eduardo Morales-Vargas","raw_affiliation_strings":["Tecnologico de Monterrey, Institute of Advanced Materials for Sustainable Manufacturing, Av. Gral Ram\u00f3n Corona No 2514, Colonia Nuevo M\u00e9xico, Zapopan 45201, Jalisco, Mexico"],"raw_orcid":"https://orcid.org/0000-0001-5799-0955","affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey, Institute of Advanced Materials for Sustainable Manufacturing, Av. Gral Ram\u00f3n Corona No 2514, Colonia Nuevo M\u00e9xico, Zapopan 45201, Jalisco, Mexico","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014664350","display_name":"Rita Q. Fuentes\u2010Aguilar","orcid":"https://orcid.org/0000-0003-2559-539X"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Rita Q. Fuentes-Aguilar","raw_affiliation_strings":["Tecnologico de Monterrey, Institute of Advanced Materials for Sustainable Manufacturing, Av. Gral Ram\u00f3n Corona No 2514, Colonia Nuevo M\u00e9xico, Zapopan 45201, Jalisco, Mexico"],"raw_orcid":"https://orcid.org/0000-0003-2559-539X","affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey, Institute of Advanced Materials for Sustainable Manufacturing, Av. Gral Ram\u00f3n Corona No 2514, Colonia Nuevo M\u00e9xico, Zapopan 45201, Jalisco, Mexico","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093397572","display_name":"Emanuel de-la-Cruz-Espinosa","orcid":"https://orcid.org/0000-0002-5904-0088"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Emanuel de-la-Cruz-Espinosa","raw_affiliation_strings":["Tecnologico de Monterrey, Escuela de Ingenier\u00eda y Ciencias, Av. Gral Ram\u00f3n Corona No 2514, Colonia Nuevo M\u00e9xico, Zapopan 45201, Jalisco, Mexico"],"raw_orcid":"https://orcid.org/0000-0002-5904-0088","affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey, Escuela de Ingenier\u00eda y Ciencias, Av. Gral Ram\u00f3n Corona No 2514, Colonia Nuevo M\u00e9xico, Zapopan 45201, Jalisco, Mexico","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042706837","display_name":"Gustavo Hern\u00e1ndez-Melgarejo","orcid":"https://orcid.org/0000-0003-1430-7567"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Gustavo Hern\u00e1ndez-Melgarejo","raw_affiliation_strings":["Tecnologico de Monterrey, Institute of Advanced Materials for Sustainable Manufacturing, Av. Gral Ram\u00f3n Corona No 2514, Colonia Nuevo M\u00e9xico, Zapopan 45201, Jalisco, Mexico"],"raw_orcid":"https://orcid.org/0000-0003-1430-7567","affiliations":[{"raw_affiliation_string":"Tecnologico de Monterrey, Institute of Advanced Materials for Sustainable Manufacturing, Av. Gral Ram\u00f3n Corona No 2514, Colonia Nuevo M\u00e9xico, Zapopan 45201, Jalisco, Mexico","institution_ids":["https://openalex.org/I98461037"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5014664350"],"corresponding_institution_ids":["https://openalex.org/I98461037"],"apc_list":{"value":2600,"currency":"CHF","value_usd":3137},"apc_paid":{"value":2600,"currency":"CHF","value_usd":3137},"fwci":0.3151,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.59177852,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"23","issue":"23","first_page":"9543","last_page":"9543"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9994999766349792,"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":0.9994999766349792,"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":0.9958000183105469,"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"}},{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/ripeness","display_name":"Ripeness","score":0.8368092179298401},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7472771406173706},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6357526183128357},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6267626285552979},{"id":"https://openalex.org/keywords/image-fusion","display_name":"Image fusion","score":0.47701478004455566},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4227285087108612},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.37291592359542847},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36719828844070435},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3390193581581116},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.18746337294578552},{"id":"https://openalex.org/keywords/horticulture","display_name":"Horticulture","score":0.10224670171737671}],"concepts":[{"id":"https://openalex.org/C2780393073","wikidata":"https://www.wikidata.org/wiki/Q7335586","display_name":"Ripeness","level":3,"score":0.8368092179298401},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7472771406173706},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6357526183128357},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6267626285552979},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.47701478004455566},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4227285087108612},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.37291592359542847},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36719828844070435},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3390193581581116},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.18746337294578552},{"id":"https://openalex.org/C144027150","wikidata":"https://www.wikidata.org/wiki/Q48803","display_name":"Horticulture","level":1,"score":0.10224670171737671},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C172353545","wikidata":"https://www.wikidata.org/wiki/Q2121926","display_name":"Ripening","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005638","descriptor_name":"Fruit","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005638","descriptor_name":"Fruit","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005638","descriptor_name":"Fruit","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005638","descriptor_name":"Fruit","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008027","descriptor_name":"Light","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008027","descriptor_name":"Light","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008027","descriptor_name":"Light","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008027","descriptor_name":"Light","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D065856","descriptor_name":"Rubus","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D065856","descriptor_name":"Rubus","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D065856","descriptor_name":"Rubus","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D065856","descriptor_name":"Rubus","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.3390/s23239543","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23239543","pdf_url":"https://www.mdpi.com/1424-8220/23/23/9543/pdf?version=1701418701","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:38067916","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38067916","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10708824","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10708824","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:4035850b712e49078b286932cd1595bf","is_oa":true,"landing_page_url":"https://doaj.org/article/4035850b712e49078b286932cd1595bf","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 23, Iss 23, p 9543 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/s23239543","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23239543","pdf_url":"https://www.mdpi.com/1424-8220/23/23/9543/pdf?version=1701418701","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.5400000214576721,"id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G652411341","display_name":null,"funder_award_id":"I016-IAMSM006-C3-T3-E","funder_id":"https://openalex.org/F4320323037","funder_display_name":"Instituto Tecnol\u00f3gico y de Estudios Superiores de Monterrey"}],"funders":[{"id":"https://openalex.org/F4320323037","display_name":"Instituto Tecnol\u00f3gico y de Estudios Superiores de Monterrey","ror":"https://ror.org/03ayjn504"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389238257.pdf","grobid_xml":"https://content.openalex.org/works/W4389238257.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W2035115895","https://openalex.org/W2054823391","https://openalex.org/W2063784584","https://openalex.org/W2071390953","https://openalex.org/W2099431685","https://openalex.org/W2119388146","https://openalex.org/W2128723893","https://openalex.org/W2129112648","https://openalex.org/W2137186219","https://openalex.org/W2168783614","https://openalex.org/W2245625259","https://openalex.org/W2436635036","https://openalex.org/W2467954037","https://openalex.org/W2476439854","https://openalex.org/W2605909032","https://openalex.org/W2626978016","https://openalex.org/W2724862036","https://openalex.org/W2734778698","https://openalex.org/W2752695358","https://openalex.org/W2809795042","https://openalex.org/W2982609684","https://openalex.org/W2989707943","https://openalex.org/W3015846030","https://openalex.org/W3022746210","https://openalex.org/W3026254524","https://openalex.org/W3082601191","https://openalex.org/W3102946988","https://openalex.org/W3110679384","https://openalex.org/W3126385256","https://openalex.org/W3127318661","https://openalex.org/W3153681191","https://openalex.org/W3160815068","https://openalex.org/W3160948034","https://openalex.org/W3217276880","https://openalex.org/W4205818104","https://openalex.org/W4207058981","https://openalex.org/W4287848462","https://openalex.org/W4294794016","https://openalex.org/W4297860174","https://openalex.org/W4377292093","https://openalex.org/W6741162979","https://openalex.org/W6776893271"],"related_works":["https://openalex.org/W4390619974","https://openalex.org/W2395543297","https://openalex.org/W2163911526","https://openalex.org/W2320112513","https://openalex.org/W2012057384","https://openalex.org/W2189509717","https://openalex.org/W2373946551","https://openalex.org/W2032636564","https://openalex.org/W2350275110","https://openalex.org/W2381578981"],"abstract_inverted_index":{"Berry":[0],"production":[1,9],"is":[2,38,85,169],"increasing":[3],"worldwide":[4],"each":[5],"year;":[6],"however,":[7],"high":[8,49],"leads":[10],"to":[11,36,56,66,75,86,110,174,197,205],"labor":[12],"shortages":[13],"and":[14,45,71,99,137,154,160,223],"an":[15,131,170],"increase":[16,171],"in":[17,29,43,97,143,156,166,176,194,215,221],"wasted":[18],"fruit":[19],"during":[20],"harvest":[21],"seasons.":[22],"This":[23],"problem":[24],"opened":[25],"new":[26],"research":[27],"opportunities":[28],"computer":[30],"vision":[31],"as":[32],"one":[33],"main":[34],"challenge":[35],"address":[37],"the":[39,59,80,88,92,104,112,115,119,135,144,177,181,184,189,201,211,216],"uncontrolled":[40],"light":[41,50],"conditions":[42,101],"greenhouses":[44],"open":[46],"fields.":[47],"The":[48,122],"variations":[51],"between":[52,68],"zones":[53],"can":[54],"lead":[55],"underexposure":[57],"of":[58,61,82,90,95,106,114,134,152,172,183,213],"regions":[60],"interest,":[62],"making":[63],"it":[64],"difficult":[65],"classify":[67],"vegetation,":[69,209],"ripe,":[70],"unripe":[72],"blackberries":[73,96],"due":[74],"their":[76,199],"black":[77],"color.":[78],"Therefore,":[79],"aim":[81],"this":[83],"work":[84],"automate":[87],"process":[89],"classifying":[91],"ripeness":[93],"stages":[94],"normal":[98],"low-light":[100],"by":[102],"exploring":[103],"use":[105],"image":[107,117,217],"fusion":[108,185,203],"methods":[109],"improve":[111,206],"quality":[113],"input":[116],"before":[118],"inference":[120],"process.":[121],"proposed":[123],"algorithm":[124],"adds":[125],"information":[126],"from":[127],"three":[128],"sources:":[129],"visible,":[130,136],"improved":[132],"version":[133],"a":[138,148],"sensor":[139],"that":[140,188],"captures":[141],"images":[142,196],"near-infrared":[145],"spectra,":[146],"obtaining":[147],"mean":[149],"F1":[150],"score":[151],"0.909\u00b10.074":[153],"0.962\u00b10.028":[155],"underexposed":[157,208],"images,":[158],"without":[159,218],"with":[161],"model":[162],"fine-tuning,":[163],"respectively,":[164],"which":[165],"some":[167],"cases":[168],"up":[173],"12%":[175],"classification":[178],"rates.":[179],"Furthermore,":[180],"analysis":[182],"metrics":[186],"showed":[187],"method":[190],"could":[191],"be":[192],"used":[193],"outdoor":[195],"enhance":[198],"quality;":[200],"weighted":[202],"helps":[204],"only":[207],"improving":[210],"contrast":[212],"objects":[214],"significant":[219],"changes":[220],"saturation":[222],"colorfulness.":[224]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
