{"id":"https://openalex.org/W2997216003","doi":"https://doi.org/10.3390/molecules25010152","title":"A Rapid and Highly Efficient Method for the Identification of Soybean Seed Varieties: Hyperspectral Images Combined with Transfer Learning","display_name":"A Rapid and Highly Efficient Method for the Identification of Soybean Seed Varieties: Hyperspectral Images Combined with Transfer Learning","publication_year":2019,"publication_date":"2019-12-30","ids":{"openalex":"https://openalex.org/W2997216003","doi":"https://doi.org/10.3390/molecules25010152","mag":"2997216003","pmid":"https://pubmed.ncbi.nlm.nih.gov/31905957","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/6982693"},"language":"en","primary_location":{"id":"doi:10.3390/molecules25010152","doi":"https://doi.org/10.3390/molecules25010152","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/molecules25010152","pdf_url":"https://www.mdpi.com/1420-3049/25/1/152/pdf?version=1577706010","source":{"id":"https://openalex.org/S108911230","display_name":"Molecules","issn_l":"1420-3049","issn":["1420-3049","1433-1373"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","medline","poland-140","russia-white-list-1"],"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":"Molecules","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1420-3049/25/1/152/pdf?version=1577706010","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006923709","display_name":"Shaolong Zhu","orcid":"https://orcid.org/0000-0002-2525-0095","observed_orcids":["https://orcid.org/0000-0002-2525-0095"]},"institutions":[{"id":"https://openalex.org/I4210163247","display_name":"Henan Institute of Science and Technology","ror":"https://ror.org/0578f1k82","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163247"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaolong Zhu","raw_affiliation_strings":["School of Life Science and Technology, Henan Institute of Science and Technology/Henan Collaborative Innovation Center of Modern Biological Breeding, Xinxiang 453003, China"],"raw_orcid":"https://orcid.org/0000-0002-2525-0095","affiliations":[{"raw_affiliation_string":"School of Life Science and Technology, Henan Institute of Science and Technology/Henan Collaborative Innovation Center of Modern Biological Breeding, Xinxiang 453003, China","institution_ids":["https://openalex.org/I4210163247"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100434984","display_name":"Jinyu Zhang","orcid":"https://orcid.org/0000-0002-1092-0623","observed_orcids":["https://orcid.org/0000-0002-1092-0623"]},"institutions":[{"id":"https://openalex.org/I4210163247","display_name":"Henan Institute of Science and Technology","ror":"https://ror.org/0578f1k82","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163247"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinyu Zhang","raw_affiliation_strings":["School of Life Science and Technology, Henan Institute of Science and Technology/Henan Collaborative Innovation Center of Modern Biological Breeding, Xinxiang 453003, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Life Science and Technology, Henan Institute of Science and Technology/Henan Collaborative Innovation Center of Modern Biological Breeding, Xinxiang 453003, China","institution_ids":["https://openalex.org/I4210163247"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102796103","display_name":"Maoni Chao","orcid":"https://orcid.org/0000-0002-7972-5316","observed_orcids":["https://orcid.org/0000-0002-7972-5316"]},"institutions":[{"id":"https://openalex.org/I4210163247","display_name":"Henan Institute of Science and Technology","ror":"https://ror.org/0578f1k82","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163247"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Maoni Chao","raw_affiliation_strings":["School of Life Science and Technology, Henan Institute of Science and Technology/Henan Collaborative Innovation Center of Modern Biological Breeding, Xinxiang 453003, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Life Science and Technology, Henan Institute of Science and Technology/Henan Collaborative Innovation Center of Modern Biological Breeding, Xinxiang 453003, China","institution_ids":["https://openalex.org/I4210163247"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112112363","display_name":"Xinjuan Xu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210163247","display_name":"Henan Institute of Science and Technology","ror":"https://ror.org/0578f1k82","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163247"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinjuan Xu","raw_affiliation_strings":["School of Life Science and Technology, Henan Institute of Science and Technology/Henan Collaborative Innovation Center of Modern Biological Breeding, Xinxiang 453003, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Life Science and Technology, Henan Institute of Science and Technology/Henan Collaborative Innovation Center of Modern Biological Breeding, Xinxiang 453003, China","institution_ids":["https://openalex.org/I4210163247"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113863934","display_name":"Puwen Song","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210163247","display_name":"Henan Institute of Science and Technology","ror":"https://ror.org/0578f1k82","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163247"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Puwen Song","raw_affiliation_strings":["School of Life Science and Technology, Henan Institute of Science and Technology/Henan Collaborative Innovation Center of Modern Biological Breeding, Xinxiang 453003, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Life Science and Technology, Henan Institute of Science and Technology/Henan Collaborative Innovation Center of Modern Biological Breeding, Xinxiang 453003, China","institution_ids":["https://openalex.org/I4210163247"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100602288","display_name":"Jinlong Zhang","orcid":"https://orcid.org/0000-0002-1334-6436","observed_orcids":["https://orcid.org/0000-0002-1334-6436","https://orcid.org/0000-0002-9907-838X"]},"institutions":[{"id":"https://openalex.org/I4210163247","display_name":"Henan Institute of Science and Technology","ror":"https://ror.org/0578f1k82","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163247"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinlong Zhang","raw_affiliation_strings":["School of Life Science and Technology, Henan Institute of Science and Technology/Henan Collaborative Innovation Center of Modern Biological Breeding, Xinxiang 453003, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Life Science and Technology, Henan Institute of Science and Technology/Henan Collaborative Innovation Center of Modern Biological Breeding, Xinxiang 453003, China","institution_ids":["https://openalex.org/I4210163247"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101259226","display_name":"Zhongwen Huang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210163247","display_name":"Henan Institute of Science and Technology","ror":"https://ror.org/0578f1k82","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163247"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhongwen Huang","raw_affiliation_strings":["School of Life Science and Technology, Henan Institute of Science and Technology/Henan Collaborative Innovation Center of Modern Biological Breeding, Xinxiang 453003, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Life Science and Technology, Henan Institute of Science and Technology/Henan Collaborative Innovation Center of Modern Biological Breeding, Xinxiang 453003, China","institution_ids":["https://openalex.org/I4210163247"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5101259226"],"corresponding_institution_ids":["https://openalex.org/I4210163247"],"apc_list":{"value":1800,"currency":"CHF","value_usd":1824},"apc_paid":{"value":1800,"currency":"CHF","value_usd":1824},"fwci":6.7466,"has_fulltext":true,"cited_by_count":85,"citation_normalized_percentile":{"value":0.97320759,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"25","issue":"1","first_page":"152","last_page":"152"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.5737000107765198,"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"}},"topics":[{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.5737000107765198,"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"}},{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.3955000042915344,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.01119999960064888,"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":0.9279999732971191},{"id":"https://openalex.org/keywords/transfer-learning","display_name":"transfer learning","score":0.699999988079071},{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.9300000071525574},{"id":"https://openalex.org/keywords/spectral-reflectance","display_name":"spectral reflectance","score":0.7950000166893005},{"id":"https://openalex.org/keywords/seed-image-classification","display_name":"seed image classification","score":0.6100000143051147},{"id":"https://openalex.org/keywords/fine-tuning-pre-trained-models","display_name":"pre-trained model fine-tuning","score":0.7229999899864197}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.9027682542800903},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6355571746826172},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5746393203735352},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.561724841594696},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.5581416487693787},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5016615390777588},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.48380154371261597},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4759999215602875},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.47190529108047485},{"id":"https://openalex.org/C108597893","wikidata":"https://www.wikidata.org/wiki/Q663650","display_name":"Reflectivity","level":2,"score":0.4607985317707062},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4332064688205719},{"id":"https://openalex.org/C137580998","wikidata":"https://www.wikidata.org/wiki/Q235352","display_name":"Crop","level":2,"score":0.42808911204338074},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.26816344261169434},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.14767003059387207},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.1106463074684143},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005240","descriptor_name":"Feasibility Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D012639","descriptor_name":"Seeds","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D013025","descriptor_name":"Glycine max","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.3390/molecules25010152","doi":"https://doi.org/10.3390/molecules25010152","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/molecules25010152","pdf_url":"https://www.mdpi.com/1420-3049/25/1/152/pdf?version=1577706010","source":{"id":"https://openalex.org/S108911230","display_name":"Molecules","issn_l":"1420-3049","issn":["1420-3049","1433-1373"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","medline","poland-140","russia-white-list-1"],"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":"Molecules","raw_type":"journal-article"},{"id":"pmid:31905957","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31905957","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,"listed_in":[],"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":"Molecules (Basel, Switzerland)","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:6982693","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC6982693/","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,"listed_in":[],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Molecules","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:8d05aea3238548f59a743afd73fe0d12","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/8d05aea3238548f59a743afd73fe0d12","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,"listed_in":[],"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":"Molecules, Vol 25, Iss 1, p 152 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/molecules25010152","doi":"https://doi.org/10.3390/molecules25010152","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/molecules25010152","pdf_url":"https://www.mdpi.com/1420-3049/25/1/152/pdf?version=1577706010","source":{"id":"https://openalex.org/S108911230","display_name":"Molecules","issn_l":"1420-3049","issn":["1420-3049","1433-1373"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","medline","poland-140","russia-white-list-1"],"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":"Molecules","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Zero hunger","score":0.991100013256073,"id":"https://metadata.un.org/sdg/2"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G4171371519","display_name":null,"funder_award_id":"No. 23","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8766330929","display_name":null,"funder_award_id":"31601347","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/W2997216003.pdf","grobid_xml":"https://content.openalex.org/works/W2997216003.grobid-xml"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W348678141","https://openalex.org/W1677796994","https://openalex.org/W1777307945","https://openalex.org/W1901616594","https://openalex.org/W1976971219","https://openalex.org/W1990469020","https://openalex.org/W2038934364","https://openalex.org/W2046489658","https://openalex.org/W2046776319","https://openalex.org/W2052527555","https://openalex.org/W2055439330","https://openalex.org/W2063057245","https://openalex.org/W2072144487","https://openalex.org/W2142894633","https://openalex.org/W2163605009","https://openalex.org/W2165698076","https://openalex.org/W2248723555","https://openalex.org/W2252452514","https://openalex.org/W2259801191","https://openalex.org/W2260427180","https://openalex.org/W2283973429","https://openalex.org/W2321434889","https://openalex.org/W2324320404","https://openalex.org/W2334874918","https://openalex.org/W2347132717","https://openalex.org/W2371565338","https://openalex.org/W2463165035","https://openalex.org/W2472902037","https://openalex.org/W2513612174","https://openalex.org/W2550442370","https://openalex.org/W2606286585","https://openalex.org/W2730129132","https://openalex.org/W2750506686","https://openalex.org/W2774054169","https://openalex.org/W2782315805","https://openalex.org/W2792817593","https://openalex.org/W2810191605","https://openalex.org/W2810826170","https://openalex.org/W2869138134","https://openalex.org/W2887902433","https://openalex.org/W2900231053","https://openalex.org/W2901051598","https://openalex.org/W2903493363","https://openalex.org/W2905432617","https://openalex.org/W2908840642","https://openalex.org/W2910512548","https://openalex.org/W2910634864","https://openalex.org/W2911284922","https://openalex.org/W2911433502","https://openalex.org/W2921254630","https://openalex.org/W2922266863","https://openalex.org/W2941368100","https://openalex.org/W2948012532","https://openalex.org/W2950309476","https://openalex.org/W2954926493","https://openalex.org/W2955365692","https://openalex.org/W2971495873","https://openalex.org/W3024673775"],"related_works":["https://openalex.org/W3172630748","https://openalex.org/W2974817990","https://openalex.org/W4407599728","https://openalex.org/W4313418567","https://openalex.org/W2990428559","https://openalex.org/W4410008431","https://openalex.org/W2792817593","https://openalex.org/W4281718011","https://openalex.org/W4402735264","https://openalex.org/W4240225116"],"abstract_inverted_index":{"Convolutional":[0],"neural":[1],"network":[2],"(CNN)":[3],"can":[4],"be":[5],"used":[6,86],"to":[7],"quickly":[8],"identify":[9],"crop":[10,193],"seed":[11,96,109,160],"varieties.":[12],"1200":[13],"seeds":[14,32,176],"of":[15,23,30,38,48,138,158,191],"ten":[16],"soybean":[17,39,95,108,159,175],"varieties":[18,161],"were":[19,33,51,59,85,112],"selected,":[20],"hyperspectral":[21,44,164],"images":[22,50,58],"both":[24],"the":[25,28,31,36,43,57,102,123,131,148,156,189],"front":[26],"and":[27,35,56,67,81,134,144,178,180],"back":[29],"collected,":[34],"reflectance":[37,116],"was":[40,99],"derived":[41],"from":[42],"images.":[45],"A":[46],"total":[47],"9600":[49],"obtained":[52],"after":[53,83],"data":[54],"augmentation,":[55],"divided":[60],"into":[61],"a":[62,71,170,185],"training":[63],"set,":[64,66],"validation":[65,132],"test":[68,149],"set":[69,133],"with":[70],"3:1:1":[72],"ratio.":[73],"Pretrained":[74],"models":[75,106,125],"(AlexNet,":[76],"ResNet18,":[77],"Xception,":[78],"InceptionV3,":[79],"DenseNet201,":[80],"NASNetLarge)":[82],"fine-tuning":[84],"for":[87,94,107,173,188],"transfer":[88],"training.":[89],"The":[90,119,166],"optimal":[91],"CNN":[92],"model":[93],"variety":[97,110],"identification":[98,111,157,190],"selected.":[100],"Furthermore,":[101],"traditional":[103],"machine":[104],"learning":[105],"established":[113],"by":[114],"using":[115],"as":[117],"input.":[118],"results":[120,168],"show":[121],"that":[122],"six":[124],"all":[126],"achieved":[127,135],"91%":[128],"accuracy":[129,136],"in":[130,147],"values":[137],"90.6%,":[139],"94.5%,":[140],"95.4%,":[141],"95.6%,":[142],"96.8%,":[143],"97.2%,":[145],"respectively,":[146],"set.":[150],"This":[151],"method":[152,172,182],"is":[153],"better":[154],"than":[155],"based":[162],"on":[163],"reflectance.":[165],"experimental":[167],"support":[169],"novel":[171],"identifying":[174],"rapidly":[177],"accurately,":[179],"this":[181],"also":[183],"provides":[184],"good":[186],"reference":[187],"other":[192],"seeds.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":16},{"year":2022,"cited_by_count":17},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":3}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2020-01-10T00:00:00"}
