{"id":"https://openalex.org/W4405362643","doi":"https://doi.org/10.23919/ituk62727.2024.10772791","title":"Potato Plant Leaf Disease Detection Using Custom CNN Deep Net: A Step Towards Sustainable Agriculture","display_name":"Potato Plant Leaf Disease Detection Using Custom CNN Deep Net: A Step Towards Sustainable Agriculture","publication_year":2024,"publication_date":"2024-10-21","ids":{"openalex":"https://openalex.org/W4405362643","doi":"https://doi.org/10.23919/ituk62727.2024.10772791"},"language":"en","primary_location":{"id":"doi:10.23919/ituk62727.2024.10772791","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ituk62727.2024.10772791","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 ITU Kaleidoscope: Innovation and Digital Transformation for a Sustainable World (ITU K)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115429139","display_name":"Roy Kyamelia","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Roy Kyamelia","raw_affiliation_strings":["Siliguri Govt. Polytechnic,Dept. of Electronics and Tele-Communication Engineering,Siliguri,West Bengal,India"],"affiliations":[{"raw_affiliation_string":"Siliguri Govt. Polytechnic,Dept. of Electronics and Tele-Communication Engineering,Siliguri,West Bengal,India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115429140","display_name":"Ray Subharthy","orcid":null},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ray Subharthy","raw_affiliation_strings":["Jadavpur University,Dept. of Electronics and Tele-Communication Engineering,Kolkata,West Bengal,India"],"affiliations":[{"raw_affiliation_string":"Jadavpur University,Dept. of Electronics and Tele-Communication Engineering,Kolkata,West Bengal,India","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Pal Tapan Kumar","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pal Tapan Kumar","raw_affiliation_strings":["Kanyapur Polytechnic,Asansol,West Bengal,India"],"affiliations":[{"raw_affiliation_string":"Kanyapur Polytechnic,Asansol,West Bengal,India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5115429141","display_name":"Sinha Chaudhuri Sheli","orcid":null},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sinha Chaudhuri Sheli","raw_affiliation_strings":["Jadavpur University,Dept. of Electronics and Tele-Communication Engineering,Kolkata,West Bengal,India"],"affiliations":[{"raw_affiliation_string":"Jadavpur University,Dept. of Electronics and Tele-Communication Engineering,Kolkata,West Bengal,India","institution_ids":["https://openalex.org/I170979836"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5115429139"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7262,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.87262226,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9922999739646912,"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":0.9922999739646912,"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/agriculture","display_name":"Agriculture","score":0.6348360776901245},{"id":"https://openalex.org/keywords/sustainable-agriculture","display_name":"Sustainable agriculture","score":0.5415918827056885},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4748927652835846},{"id":"https://openalex.org/keywords/agricultural-engineering","display_name":"Agricultural engineering","score":0.4691639840602875},{"id":"https://openalex.org/keywords/agronomy","display_name":"Agronomy","score":0.342926025390625},{"id":"https://openalex.org/keywords/agroforestry","display_name":"Agroforestry","score":0.338542103767395},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3223378658294678},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.18705448508262634},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17189592123031616},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.14964759349822998},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.13139399886131287},{"id":"https://openalex.org/keywords/archaeology","display_name":"Archaeology","score":0.08150386810302734}],"concepts":[{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.6348360776901245},{"id":"https://openalex.org/C54924851","wikidata":"https://www.wikidata.org/wiki/Q2751054","display_name":"Sustainable agriculture","level":3,"score":0.5415918827056885},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4748927652835846},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.4691639840602875},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.342926025390625},{"id":"https://openalex.org/C54286561","wikidata":"https://www.wikidata.org/wiki/Q397350","display_name":"Agroforestry","level":1,"score":0.338542103767395},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3223378658294678},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.18705448508262634},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17189592123031616},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.14964759349822998},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.13139399886131287},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.08150386810302734}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/ituk62727.2024.10772791","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ituk62727.2024.10772791","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 ITU Kaleidoscope: Innovation and Digital Transformation for a Sustainable World (ITU K)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.8700000047683716}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W3113062486","https://openalex.org/W3125414748","https://openalex.org/W4288684810","https://openalex.org/W4313200984","https://openalex.org/W4313640994","https://openalex.org/W4320712795","https://openalex.org/W4387251202","https://openalex.org/W4388681602","https://openalex.org/W4390652630","https://openalex.org/W4390831260"],"related_works":["https://openalex.org/W2355956201","https://openalex.org/W2327874825","https://openalex.org/W2386195957","https://openalex.org/W2351852648","https://openalex.org/W340912663","https://openalex.org/W2085227027","https://openalex.org/W4366762598","https://openalex.org/W2361190039","https://openalex.org/W4297888843","https://openalex.org/W3171993772"],"abstract_inverted_index":{"Detecting":[0],"potato":[1,55,215],"plant":[2,33],"leaf":[3,56,216],"diseases":[4,226],"using":[5,58],"convolutional":[6],"neural":[7],"networks":[8],"(CNNs)":[9],"is":[10,24,69,96,193],"a":[11,50,59,74,150,179,219],"significant":[12],"step":[13],"towards":[14],"sustainable":[15],"agriculture.":[16],"Computer":[17],"vision-based":[18],"automated":[19,211],"disease":[20,57,176],"detection":[21,29],"in":[22,37,228],"agriculture":[23],"essential":[25],"for":[26,53,117,175,213],"the":[27,78,85,102,110,134,139,144,155,165,195,199,205],"early":[28,227],"and":[30,43,73,106,127,154,188,190,198,221],"treatment":[31],"of":[32,93,101,132,147,152,173,182],"diseases,":[34,217],"assisting":[35],"farmers":[36],"minimizing":[38],"crop":[39],"losses,":[40],"maximizing":[41],"yields,":[42],"guaranteeing":[44],"food":[45],"security.":[46],"This":[47,208],"study":[48,181,209],"proposes":[49],"novel":[51],"method":[52],"detecting":[54,214],"customized":[60,87],"5-layer":[61,86,111,140,201],"Convolutional":[62],"Neural":[63],"Network":[64],"(CNN).":[65],"The":[66],"model\u2019s":[67],"performance":[68],"compared":[70],"with":[71],"MobileNet":[72,107],"4-layer":[75,103],"CNN":[76,88,104,112,141,157,202],"as":[77,158],"backbone":[79,159],"architectures.":[80],"Based":[81],"on":[82],"experimental":[83],"results,":[84],"achieves":[89],"an":[90,168],"accuracy":[91],"rate":[92],"97.16%,":[94],"which":[95],"significantly":[97],"higher":[98],"than":[99],"that":[100,136],"(73.21%)":[105],"(78.43%).":[108],"Additionally,":[109,178],"model":[113,142,166,203],"shows":[114,143],"promising":[115],"results":[116],"other":[118],"evaluation":[119],"metrics,":[120],"including":[121],"F1":[122],"score":[123],"(97.18%),":[124],"recall":[125],"(97.16%),":[126],"precision":[128],"(97.24%).":[129],"Furthermore,":[130],"out":[131],"all":[133],"models":[135],"were":[137],"tested,":[138],"least":[145],"amount":[146],"loss.":[148],"Using":[149],"threshold":[151],"0.6,":[153],"custom":[156],"architecture":[160],"to":[161,224],"Faster":[162],"R-CNN":[163],"(FRCNN)":[164],"achieved":[167],"Intersection":[169],"over":[170],"Union":[171],"(IoU)":[172],"0.76":[174],"detection.":[177],"comparative":[180],"various":[183],"optimizers":[184],"(Adam,":[185],"SGD,":[186],"Adadelta,":[187],"AdamW)":[189],"loss":[191],"functions":[192],"done;":[194],"Adam":[196],"optimizer":[197],"unique":[200],"yielded":[204],"best":[206],"results.":[207],"advances":[210],"methods":[212],"offering":[218],"dependable":[220],"effective":[222],"way":[223],"identify":[225],"agricultural":[229],"settings.":[230]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
