{"id":"https://openalex.org/W2751064149","doi":"https://doi.org/10.1155/2017/9240407","title":"Multi-Input Convolutional Neural Network for Flower Grading","display_name":"Multi-Input Convolutional Neural Network for Flower Grading","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2751064149","doi":"https://doi.org/10.1155/2017/9240407","mag":"2751064149"},"language":"en","primary_location":{"id":"doi:10.1155/2017/9240407","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2017/9240407","pdf_url":"http://downloads.hindawi.com/journals/jece/2017/9240407.pdf","source":{"id":"https://openalex.org/S174662166","display_name":"Journal of Electrical and Computer Engineering","issn_l":"2090-0147","issn":["2090-0147","2090-0155"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Electrical and Computer Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"http://downloads.hindawi.com/journals/jece/2017/9240407.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100772262","display_name":"Yu Sun","orcid":"https://orcid.org/0000-0003-3206-9515"},"institutions":[{"id":"https://openalex.org/I31683504","display_name":"Beijing Forestry University","ror":"https://ror.org/04xv2pc41","country_code":"CN","type":"education","lineage":["https://openalex.org/I1327237609","https://openalex.org/I31683504","https://openalex.org/I4210127390"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Sun","raw_affiliation_strings":["School of Information Science and Technology, Beijing Forestry University, Beijing 100083, China"],"raw_orcid":"https://orcid.org/0000-0003-3206-9515","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Beijing Forestry University, Beijing 100083, China","institution_ids":["https://openalex.org/I31683504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101727063","display_name":"Lin Zhu","orcid":"https://orcid.org/0000-0003-0193-625X"},"institutions":[{"id":"https://openalex.org/I31683504","display_name":"Beijing Forestry University","ror":"https://ror.org/04xv2pc41","country_code":"CN","type":"education","lineage":["https://openalex.org/I1327237609","https://openalex.org/I31683504","https://openalex.org/I4210127390"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Zhu","raw_affiliation_strings":["School of Information Science and Technology, Beijing Forestry University, Beijing 100083, China"],"raw_orcid":"https://orcid.org/0000-0003-0193-625X","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Beijing Forestry University, Beijing 100083, China","institution_ids":["https://openalex.org/I31683504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101704285","display_name":"Guan Wang","orcid":"https://orcid.org/0000-0002-3568-2908"},"institutions":[{"id":"https://openalex.org/I31683504","display_name":"Beijing Forestry University","ror":"https://ror.org/04xv2pc41","country_code":"CN","type":"education","lineage":["https://openalex.org/I1327237609","https://openalex.org/I31683504","https://openalex.org/I4210127390"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guan Wang","raw_affiliation_strings":["School of Information Science and Technology, Beijing Forestry University, Beijing 100083, China"],"raw_orcid":"https://orcid.org/0000-0002-3568-2908","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Beijing Forestry University, Beijing 100083, China","institution_ids":["https://openalex.org/I31683504"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100329784","display_name":"Zhao Fang","orcid":"https://orcid.org/0000-0003-2951-7081"},"institutions":[{"id":"https://openalex.org/I31683504","display_name":"Beijing Forestry University","ror":"https://ror.org/04xv2pc41","country_code":"CN","type":"education","lineage":["https://openalex.org/I1327237609","https://openalex.org/I31683504","https://openalex.org/I4210127390"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fang Zhao","raw_affiliation_strings":["School of Information Science and Technology, Beijing Forestry University, Beijing 100083, China"],"raw_orcid":"https://orcid.org/0000-0003-2951-7081","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Beijing Forestry University, Beijing 100083, China","institution_ids":["https://openalex.org/I31683504"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5100329784"],"corresponding_institution_ids":["https://openalex.org/I31683504"],"apc_list":{"value":925,"currency":"USD","value_usd":925},"apc_paid":{"value":925,"currency":"USD","value_usd":925},"fwci":10.496,"has_fulltext":true,"cited_by_count":67,"citation_normalized_percentile":{"value":0.97697786,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"2017","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9955999851226807,"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":0.9955999851226807,"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/T14365","display_name":"Leaf Properties and Growth Measurement","score":0.9951000213623047,"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/T12093","display_name":"Greenhouse Technology and Climate Control","score":0.9869999885559082,"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.8920766711235046},{"id":"https://openalex.org/keywords/grading","display_name":"Grading (engineering)","score":0.861548900604248},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6363521814346313},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6169660091400146},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5350732803344727},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5192366242408752},{"id":"https://openalex.org/keywords/grading-scale","display_name":"Grading scale","score":0.4497879445552826},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10488235950469971}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.8920766711235046},{"id":"https://openalex.org/C2777286243","wikidata":"https://www.wikidata.org/wiki/Q5591926","display_name":"Grading (engineering)","level":2,"score":0.861548900604248},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6363521814346313},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6169660091400146},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5350732803344727},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5192366242408752},{"id":"https://openalex.org/C2993012660","wikidata":"https://www.wikidata.org/wiki/Q18185","display_name":"Grading scale","level":2,"score":0.4497879445552826},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10488235950469971},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2017/9240407","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2017/9240407","pdf_url":"http://downloads.hindawi.com/journals/jece/2017/9240407.pdf","source":{"id":"https://openalex.org/S174662166","display_name":"Journal of Electrical and Computer Engineering","issn_l":"2090-0147","issn":["2090-0147","2090-0155"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Electrical and Computer Engineering","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:3769b3feac15453db9b0b4a94ca7f12c","is_oa":true,"landing_page_url":"https://doaj.org/article/3769b3feac15453db9b0b4a94ca7f12c","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":"Journal of Electrical and Computer Engineering, Vol 2017 (2017)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2017/9240407","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2017/9240407","pdf_url":"http://downloads.hindawi.com/journals/jece/2017/9240407.pdf","source":{"id":"https://openalex.org/S174662166","display_name":"Journal of Electrical and Computer Engineering","issn_l":"2090-0147","issn":["2090-0147","2090-0155"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Electrical and Computer Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G343294216","display_name":null,"funder_award_id":"2017JC02","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G8494312384","display_name":null,"funder_award_id":"TD2014-01","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2751064149.pdf","grobid_xml":"https://content.openalex.org/works/W2751064149.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W1968060974","https://openalex.org/W2095705004","https://openalex.org/W2112796928","https://openalex.org/W2120284346","https://openalex.org/W2144354855","https://openalex.org/W2149194912","https://openalex.org/W2327503595","https://openalex.org/W2418346537","https://openalex.org/W2473218629","https://openalex.org/W2553455585"],"related_works":["https://openalex.org/W3110698347","https://openalex.org/W1975087469","https://openalex.org/W2187073112","https://openalex.org/W2404156760","https://openalex.org/W2185661708","https://openalex.org/W2009332870","https://openalex.org/W4238020655","https://openalex.org/W2108745537","https://openalex.org/W4241597129","https://openalex.org/W3011885879"],"abstract_inverted_index":{"Flower":[0],"grading":[1,26,154],"is":[2,8,61,92,104,120,131,143],"a":[3,71,84,105],"significant":[4],"task":[5],"because":[6],"it":[7],"extremely":[9],"convenient":[10],"for":[11,63,108,145],"managing":[12],"the":[13,20,77,87,116,118,134,147,150],"flowers":[14],"in":[15,32],"greenhouse":[16],"and":[17,35,53],"market.":[18],"With":[19],"development":[21],"of":[22,50,74,89,125,129,152],"computer":[23,36],"vision,":[24],"flower":[25,66,109,153],"has":[27],"become":[28],"an":[29],"interdisciplinary":[30],"focus":[31],"both":[33],"botany":[34],"vision.":[37],"A":[38,56],"new":[39],"dataset":[40],"named":[41],"BjfuGloxinia":[42,78],"contains":[43],"three":[44],"quality":[45],"grades;":[46],"each":[47],"grade":[48],"consists":[49],"107":[51],"samples":[52,126],"321":[54],"images.":[55],"multi-input":[57,90,100],"convolutional":[58,101],"neural":[59,102],"network":[60,103],"designed":[62],"large":[64],"scale":[65],"grading.":[67,110],"Multi-input":[68],"CNN":[69,91],"achieves":[70],"satisfactory":[72],"accuracy":[73,88,119,151],"89.6%":[75],"on":[76,96],"after":[79],"data":[80,112],"augmentation.":[81],"Compared":[82],"with":[83],"single-input":[85],"CNN,":[86],"increased":[93],"by":[94,123],"5%":[95],"average,":[97],"demonstrating":[98],"that":[99],"promising":[106],"model":[107],"Although":[111],"augmentation":[113],"contributes":[114],"to":[115,155],"model,":[117],"still":[121],"limited":[122],"lack":[124],"diversity.":[127],"Majority":[128],"misclassification":[130],"derived":[132],"from":[133],"medium":[135],"class.":[136],"The":[137],"image":[138],"processing":[139],"based":[140],"bud":[141],"detection":[142],"useful":[144],"reducing":[146],"misclassification,":[148],"increasing":[149],"approximately":[156],"93.9%.":[157]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":15},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":7}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
