{"id":"https://openalex.org/W4389946053","doi":"https://doi.org/10.1109/gcat59970.2023.10353509","title":"Harmonizing Nature and Technology: CNN-SVM for Cercospora Leaf Spot Disease Recognition in Chilli Plants","display_name":"Harmonizing Nature and Technology: CNN-SVM for Cercospora Leaf Spot Disease Recognition in Chilli Plants","publication_year":2023,"publication_date":"2023-10-06","ids":{"openalex":"https://openalex.org/W4389946053","doi":"https://doi.org/10.1109/gcat59970.2023.10353509"},"language":"en","primary_location":{"id":"doi:10.1109/gcat59970.2023.10353509","doi":"https://doi.org/10.1109/gcat59970.2023.10353509","is_oa":false,"landing_page_url":"https://doi.org/10.1109/gcat59970.2023.10353509","pdf_url":null,"source":{"id":"https://openalex.org/S4363607875","display_name":"IEEE Global Conference for Advancement in Technology (GCAT)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 4th IEEE Global Conference for Advancement in Technology (GCAT)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5086036338","display_name":"Arshleen Kaur","orcid":"https://orcid.org/0009-0008-7501-4155","observed_orcids":["https://orcid.org/0009-0008-7501-4155"]},"institutions":[{"id":"https://openalex.org/I74319210","display_name":"Chitkara University","ror":"https://ror.org/057d6z539","country_code":"IN","type":"education","lineage":["https://openalex.org/I74319210"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arshleen Kaur","raw_affiliation_strings":["Chitkara University Institute of Engineering and Technology Chitkara University, Punjab, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chitkara University Institute of Engineering and Technology Chitkara University, Punjab, India","institution_ids":["https://openalex.org/I74319210"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024147005","display_name":"Vinay Kukreja","orcid":"https://orcid.org/0000-0002-9760-0824","observed_orcids":["https://orcid.org/0000-0002-9760-0824"]},"institutions":[{"id":"https://openalex.org/I74319210","display_name":"Chitkara University","ror":"https://ror.org/057d6z539","country_code":"IN","type":"education","lineage":["https://openalex.org/I74319210"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vinay Kukreja","raw_affiliation_strings":["Chitkara University Institute of Engineering and Technology Chitkara University, Punjab, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chitkara University Institute of Engineering and Technology Chitkara University, Punjab, India","institution_ids":["https://openalex.org/I74319210"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052137212","display_name":"Rishika Yadav","orcid":"https://orcid.org/0000-0002-8185-5312","observed_orcids":["https://orcid.org/0000-0002-8185-5312"]},"institutions":[{"id":"https://openalex.org/I1281160679","display_name":"Graphic Era Hill University","ror":"https://ror.org/01bb4h160","country_code":"IN","type":"education","lineage":["https://openalex.org/I1281160679"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rishika Yadav","raw_affiliation_strings":["Graphic Era Hill University,Computer Science and Engineering,Uttarakhand,India","Computer Science and Engineering, Graphic Era Hill University, Uttarakhand, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graphic Era Hill University,Computer Science and Engineering,Uttarakhand,India","institution_ids":["https://openalex.org/I1281160679"]},{"raw_affiliation_string":"Computer Science and Engineering, Graphic Era Hill University, Uttarakhand, India","institution_ids":["https://openalex.org/I1281160679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014352670","display_name":"Sarvesh Tanwar","orcid":"https://orcid.org/0000-0003-0136-0182","observed_orcids":["https://orcid.org/0000-0003-0136-0182"]},"institutions":[{"id":"https://openalex.org/I191972202","display_name":"Amity University","ror":"https://ror.org/02n9z0v62","country_code":"IN","type":"education","lineage":["https://openalex.org/I191972202"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sarvesh Tanwar","raw_affiliation_strings":["Amity University,Amity Institute Of Information Technology,Noida","Amity Institute Of Information Technology, Amity University, Noida"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amity University,Amity Institute Of Information Technology,Noida","institution_ids":["https://openalex.org/I191972202"]},{"raw_affiliation_string":"Amity Institute Of Information Technology, Amity University, Noida","institution_ids":["https://openalex.org/I191972202"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051321101","display_name":"Manish Kumar Sharma","orcid":"https://orcid.org/0000-0002-2131-301X","observed_orcids":["https://orcid.org/0000-0002-2131-301X"]},"institutions":[{"id":"https://openalex.org/I60054993","display_name":"Graphic Era University","ror":"https://ror.org/03wqgqd89","country_code":"IN","type":"education","lineage":["https://openalex.org/I60054993"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Manish Sharma","raw_affiliation_strings":["Graphic Era Deemed to be University,Computer Science and Engineering,Dehradun,Uttarakhand,India,248002"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graphic Era Deemed to be University,Computer Science and Engineering,Dehradun,Uttarakhand,India,248002","institution_ids":["https://openalex.org/I60054993"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1069,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.73222469,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":1.0,"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":1.0,"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/T10036","display_name":"Advanced Neural Network Applications","score":9.999999747378752e-05,"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"}},{"id":"https://openalex.org/T10825","display_name":"Plant Pathogens and Fungal Diseases","score":0.0,"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/cercospora-leaf-spot","display_name":"Cercospora leaf spot","score":0.9900000095367432},{"id":"https://openalex.org/keywords/chilli","display_name":"chilli","score":0.6340000033378601},{"id":"https://openalex.org/keywords/plant-disease-classification","display_name":"plant disease classification","score":0.8740000128746033},{"id":"https://openalex.org/keywords/hybrid-cnn-svm-model","display_name":"hybrid CNN-SVM model","score":0.8870000243186951},{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.8970000147819519},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.9929999709129333},{"id":"https://openalex.org/keywords/plant-disease-detection","display_name":"plant disease detection","score":0.6340000033378601}],"concepts":[{"id":"https://openalex.org/C2776656883","wikidata":"https://www.wikidata.org/wiki/Q2066868","display_name":"Cercospora","level":3,"score":0.9448694586753845},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6939470767974854},{"id":"https://openalex.org/C2780034373","wikidata":"https://www.wikidata.org/wiki/Q6508875","display_name":"Leaf spot","level":2,"score":0.6389120817184448},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5432553887367249},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4906240999698639},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.40525704622268677},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.2806164026260376},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.17682549357414246}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/gcat59970.2023.10353509","doi":"https://doi.org/10.1109/gcat59970.2023.10353509","is_oa":false,"landing_page_url":"https://doi.org/10.1109/gcat59970.2023.10353509","pdf_url":null,"source":{"id":"https://openalex.org/S4363607875","display_name":"IEEE Global Conference for Advancement in Technology (GCAT)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 4th IEEE Global Conference for Advancement in Technology (GCAT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.991100013256073,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W959133077","https://openalex.org/W1487642772","https://openalex.org/W2034300623","https://openalex.org/W2036506445","https://openalex.org/W2179830615","https://openalex.org/W2495276297","https://openalex.org/W3090136145","https://openalex.org/W3093857466","https://openalex.org/W3123291005","https://openalex.org/W3195401316","https://openalex.org/W3215484246","https://openalex.org/W4225315650","https://openalex.org/W4229042143","https://openalex.org/W4250772241"],"related_works":["https://openalex.org/W7117993962","https://openalex.org/W4296443744","https://openalex.org/W4400369141","https://openalex.org/W4396908480","https://openalex.org/W4407199006","https://openalex.org/W7120579546","https://openalex.org/W4396667747","https://openalex.org/W4407198979","https://openalex.org/W4387486334","https://openalex.org/W4406658202"],"abstract_inverted_index":{"For":[0],"efficient":[1],"disease":[2,180,236],"control":[3],"in":[4,25,74],"agriculture,":[5],"plant":[6,235],"diseases":[7],"must":[8],"be":[9,187,213,219],"accurately":[10],"and":[11,135,160,172,176,194,198,215,238],"quickly":[12],"identified.":[13],"To":[14,182,204],"forecast":[15],"four":[16,82],"kinds":[17,83],"of":[18,76,80,84,119,189,242],"Cercospora":[19,85],"Leaf":[20,86],"Spot":[21],"illnesses,":[22],"the":[23,52,70,81,90,99,107,130,157,165,184,190,207,225,240],"scientists":[24,173],"this":[26,222],"study":[27],"report":[28],"suggest":[29],"a":[30,116],"model":[31,72],"constructed":[32],"using":[33],"Convolutional":[34],"Neural":[35],"Networks":[36],"as":[37,39],"well":[38,69],"Support":[40],"Vector":[41],"Machines.":[42],"Utilizing":[43],"criteria":[44],"like":[45],"memory,":[46],"precision,":[47],"F1-Score,":[48,131],"support,":[49],"or":[50],"accuracy,":[51],"model\u2019s":[53,100,123,158,166,208],"performance":[54,125],"is":[55],"assessed.":[56],"The":[57,122,162],"experimental":[58],"findings,":[59],"which":[60,137,148],"are":[61,202],"supported":[62],"by":[63,129],"these":[64],"evaluation":[65],"measures,":[66],"show":[67,164],"how":[68],"suggested":[71],"performs":[73],"terms":[75],"correctly":[77],"forecasting":[78],"each":[79],"Spots":[87],"infections.":[88],"Although":[89],"recall":[91],"values":[92,109,132],"varied":[93,110,138,200],"between":[94,111],"79.25%":[95],"to":[96,102,113,141,152,156,168,186,233],"85.71%,":[97],"suggesting":[98],"capacity":[101],"successfully":[103],"capture":[104],"true":[105],"positives,":[106],"accuracy":[108,134,146],"85.71%":[112],"89.29%,":[114],"showing":[115],"low":[117],"percentage":[118],"false":[120],"positives.":[121],"total":[124],"was":[126],"further":[127,154,205],"validated":[128],"combine":[133],"recall,":[136],"from":[139,150],"82.35%":[140],"87.10%.":[142],"All":[143],"classes\u2019":[144],"high":[145],"scores,":[147],"range":[149],"0.92":[151],"0.93,":[153],"attest":[155],"dependability":[159],"resilience.":[161],"outcomes":[163],"potential":[167],"help":[169],"farmers,":[170],"agronomists,":[171],"make":[174],"prompt":[175],"well-informed":[177],"decisions":[178],"for":[179,227],"control.":[181],"ensure":[183],"ability":[185],"generalized":[188],"model,":[191],"more":[192,199,210],"investigation":[193],"validation":[195],"on":[196],"bigger":[197],"datasets":[201],"advised.":[203],"enhance":[206],"performance,":[209],"aspects":[211],"may":[212],"investigated":[214],"its":[216],"parameters":[217],"can":[218],"adjusted.":[220],"Overall,":[221],"research":[223],"establishes":[224],"groundwork":[226],"utilizing":[228],"cutting-edge":[229],"machine":[230],"learning":[231],"approaches":[232],"tackle":[234],"issues":[237],"advances":[239],"development":[241],"environmentally":[243],"friendly":[244],"farming":[245],"methods.":[246]},"counts_by_year":[{"year":2024,"cited_by_count":3}],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2023-12-20T00:00:00"}
