{"id":"https://openalex.org/W4403605961","doi":"https://doi.org/10.3390/info15100635","title":"Intelligent Vision System with Pruning and Web Interface for Real-Time Defect Detection on African Plum Surfaces","display_name":"Intelligent Vision System with Pruning and Web Interface for Real-Time Defect Detection on African Plum Surfaces","publication_year":2024,"publication_date":"2024-10-14","ids":{"openalex":"https://openalex.org/W4403605961","doi":"https://doi.org/10.3390/info15100635"},"language":"en","primary_location":{"id":"doi:10.3390/info15100635","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info15100635","pdf_url":null,"source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"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":"Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/info15100635","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088863376","display_name":"Arnaud Nguembang Fadja","orcid":"https://orcid.org/0000-0003-3352-5260"},"institutions":[{"id":"https://openalex.org/I201324441","display_name":"University of Ferrara","ror":"https://ror.org/041zkgm14","country_code":"IT","type":"education","lineage":["https://openalex.org/I201324441"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Arnaud Nguembang Fadja","raw_affiliation_strings":["Department of Engineering, University of Ferrara, Via Saragat 1, 44122 Ferrara, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Ferrara, Via Saragat 1, 44122 Ferrara, Italy","institution_ids":["https://openalex.org/I201324441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106537843","display_name":"Sain Rigobert","orcid":null},"institutions":[{"id":"https://openalex.org/I4210131751","display_name":"African Institute for Mathematical Sciences","ror":"https://ror.org/03cxs0c96","country_code":"CM","type":"nonprofit","lineage":["https://openalex.org/I4210131751"]}],"countries":["CM"],"is_corresponding":false,"raw_author_name":"Sain Rigobert Che","raw_affiliation_strings":["African Institute for Mathematical Sciences, Limbe P.O. Box 608, Cameroon"],"affiliations":[{"raw_affiliation_string":"African Institute for Mathematical Sciences, Limbe P.O. Box 608, Cameroon","institution_ids":["https://openalex.org/I4210131751"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090363326","display_name":"Marcellin Atemkeng","orcid":"https://orcid.org/0000-0002-9020-3885"},"institutions":[{"id":"https://openalex.org/I203238179","display_name":"Rhodes University","ror":"https://ror.org/016sewp10","country_code":"ZA","type":"education","lineage":["https://openalex.org/I203238179"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Marcellin Atemkemg","raw_affiliation_strings":["Department of Mathematics, Rhodes University, P.O. Box 94, Makhanda 6140, South Africa"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Rhodes University, P.O. Box 94, Makhanda 6140, South Africa","institution_ids":["https://openalex.org/I203238179"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5088863376"],"corresponding_institution_ids":["https://openalex.org/I201324441"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":1.35,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.83417085,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"15","issue":"10","first_page":"635","last_page":"635"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"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/T12707","display_name":"Vehicle License Plate Recognition","score":0.991100013256073,"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/T14319","display_name":"Currency Recognition and Detection","score":0.9869999885559082,"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/pruning","display_name":"Pruning","score":0.7549107074737549},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.5852428078651428},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5566539764404297},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4495049715042114},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43192508816719055},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.356317400932312},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.34485098719596863},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.33473342657089233},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.2111644446849823},{"id":"https://openalex.org/keywords/horticulture","display_name":"Horticulture","score":0.15512117743492126},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.11961859464645386}],"concepts":[{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.7549107074737549},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.5852428078651428},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5566539764404297},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4495049715042114},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43192508816719055},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.356317400932312},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.34485098719596863},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.33473342657089233},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.2111644446849823},{"id":"https://openalex.org/C144027150","wikidata":"https://www.wikidata.org/wiki/Q48803","display_name":"Horticulture","level":1,"score":0.15512117743492126},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.11961859464645386},{"id":"https://openalex.org/C157915830","wikidata":"https://www.wikidata.org/wiki/Q2928001","display_name":"Bubble","level":2,"score":0.0},{"id":"https://openalex.org/C129307140","wikidata":"https://www.wikidata.org/wiki/Q6795880","display_name":"Maximum bubble pressure method","level":3,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/info15100635","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info15100635","pdf_url":null,"source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"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":"Information","raw_type":"journal-article"},{"id":"pmh:oai:sfera.unife.it:11392/2577270","is_oa":true,"landing_page_url":"https://www.mdpi.com/2078-2489/15/10/635","pdf_url":"https://www.mdpi.com/2078-2489/15/10/635/pdf?version=1728958201","source":{"id":"https://openalex.org/S4306400369","display_name":"Institutional Research Information System University of Ferrara (University of Ferrara)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I201324441","host_organization_name":"University of Ferrara","host_organization_lineage":["https://openalex.org/I201324441"],"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":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:099bb9ecab2445c8a6572c9a7a873d3e","is_oa":true,"landing_page_url":"https://doaj.org/article/099bb9ecab2445c8a6572c9a7a873d3e","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":"Information, Vol 15, Iss 10, p 635 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/info15100635","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info15100635","pdf_url":null,"source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"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":"Information","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.5799999833106995}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1536680647","https://openalex.org/W2163605009","https://openalex.org/W2171962407","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2324239979","https://openalex.org/W2613718673","https://openalex.org/W2914020374","https://openalex.org/W2947439018","https://openalex.org/W2963037989","https://openalex.org/W2963150697","https://openalex.org/W2963446712","https://openalex.org/W3032542105","https://openalex.org/W3110537443","https://openalex.org/W3135028703","https://openalex.org/W3157866637","https://openalex.org/W3200676841","https://openalex.org/W4205172069","https://openalex.org/W4213267485","https://openalex.org/W4232533539","https://openalex.org/W4281694288","https://openalex.org/W4283732272","https://openalex.org/W4292387552","https://openalex.org/W4304084322","https://openalex.org/W4308773871","https://openalex.org/W4313472426","https://openalex.org/W4368227468","https://openalex.org/W4372355143","https://openalex.org/W4378078192","https://openalex.org/W4381165959","https://openalex.org/W4382059335","https://openalex.org/W4387105846","https://openalex.org/W4390441409","https://openalex.org/W6786939234"],"related_works":["https://openalex.org/W2373300491","https://openalex.org/W2395294869","https://openalex.org/W2378744544","https://openalex.org/W2594301978","https://openalex.org/W2379704676","https://openalex.org/W1998810860","https://openalex.org/W4206442282","https://openalex.org/W2384505857","https://openalex.org/W2355171581","https://openalex.org/W4229439743"],"abstract_inverted_index":{"Agriculture":[0],"stands":[1],"as":[2],"the":[3,12,19,78,149,154,190,210,217],"cornerstone":[4],"of":[5,11,22,68,81,92,212],"Africa\u2019s":[6],"economy,":[7],"supporting":[8],"over":[9],"60%":[10],"continent\u2019s":[13],"labor":[14],"force.":[15],"Despite":[16],"its":[17,82],"significance,":[18],"quality":[20,96,202],"assessment":[21,203],"agricultural":[23,44],"products":[24],"remains":[25,56],"a":[26,31,66,195,239],"challenging":[27],"task,":[28],"particularly":[29],"at":[30],"large":[32],"scale,":[33],"consuming":[34],"valuable":[35],"time":[36],"and":[37,52,101,107,122,142,146,153,177,184,235],"resources.":[38],"The":[39,88],"African":[40,70,126,207],"plum":[41,71,127],"is":[42,47],"an":[43,199],"fruit":[45],"that":[46],"widely":[48],"consumed":[49],"across":[50],"West":[51],"Central":[53],"Africa":[54],"but":[55],"underrepresented":[57,224],"in":[58,75,132,194],"AI":[59,86,236],"research.":[60],"In":[61],"this":[62,125,215,223],"paper,":[63],"we":[64],"collected":[65],"dataset":[67,80,89],"2892":[69],"samples":[72],"from":[73,138],"fields":[74],"Cameroon":[76],"representing":[77],"first":[79,218],"kind":[83],"for":[84,148,206,221],"training":[85],"models.":[87],"contains":[90],"images":[91],"plums":[93],"annotated":[94],"with":[95,228],"grades.":[97],"We":[98,158,188],"then":[99,159],"trained":[100],"evaluated":[102],"various":[103],"state-of-the-art":[104],"object":[105,150],"detection":[106,151],"image":[108],"classification":[109,155],"models,":[110,156],"including":[111],"YOLOv5,":[112,182],"YOLOv8,":[113],"YOLOv9,":[114],"Fast":[115],"R-CNN,":[116,118],"Mask":[117],"VGG-16,":[119],"DenseNet-121,":[120],"MobileNet,":[121],"ResNet,":[123],"on":[124],"dataset.":[128],"Our":[129,231],"experimentation":[130],"resulted":[131],"mean":[133,174],"average":[134,175],"precision":[135,176],"scores":[136],"ranging":[137],"88.2%":[139],"to":[140,163,172,237],"89.9%":[141],"accuracies":[143],"between":[144],"86%":[145],"91%":[147],"models":[152],"respectively.":[157],"performed":[160],"model":[161,165],"pruning":[162,181],"reduce":[164],"sizes":[166],"while":[167],"preserving":[168],"performance,":[169],"achieving":[170],"up":[171],"93.6%":[173],"99.09%":[178],"accuracy":[179],"after":[180],"YOLOv8":[183,192],"ResNet":[185],"by":[186],"10\u201330%.":[187],"deployed":[189],"high-performing":[191],"system":[193],"web":[196],"application,":[197],"offering":[198],"accessible":[200],"AI-based":[201],"tool":[204],"tailored":[205],"plums.":[208],"To":[209],"best":[211],"our":[213],"knowledge,":[214],"represents":[216],"such":[219],"solution":[220],"assessing":[222],"fruit,":[225],"empowering":[226],"farmers":[227],"efficient":[229],"tools.":[230],"approach":[232],"integrates":[233],"agriculture":[234],"fill":[238],"key":[240],"gap.":[241]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-17T18:11:37.981687","created_date":"2024-10-22T00:00:00"}
