{"id":"https://openalex.org/W4388937956","doi":"https://doi.org/10.1109/icccnt56998.2023.10306708","title":"Towards Smart Agriculture: Automated Detection and Diagnosis of Bean Leaf Diseases Using ResNext50 Model","display_name":"Towards Smart Agriculture: Automated Detection and Diagnosis of Bean Leaf Diseases Using ResNext50 Model","publication_year":2023,"publication_date":"2023-07-06","ids":{"openalex":"https://openalex.org/W4388937956","doi":"https://doi.org/10.1109/icccnt56998.2023.10306708"},"language":"en","primary_location":{"id":"doi:10.1109/icccnt56998.2023.10306708","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt56998.2023.10306708","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 14th International Conference on Computing Communication and Networking Technologies (ICCCNT)","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/A5043610060","display_name":"Manish Mahajan","orcid":"https://orcid.org/0000-0001-6479-344X"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Manish Mahajan","raw_affiliation_strings":["Amity University,Amity School of Engineering and Technology,Mohali,Punjab,India","Amity School of Engineering and Technology, Amity University, Mohali, Punjab, India"],"affiliations":[{"raw_affiliation_string":"Amity University,Amity School of Engineering and Technology,Mohali,Punjab,India","institution_ids":[]},{"raw_affiliation_string":"Amity School of Engineering and Technology, Amity University, Mohali, Punjab, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063365839","display_name":"Rishabh Sharma","orcid":"https://orcid.org/0000-0002-6276-9961"},"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":"Rishabh Sharma","raw_affiliation_strings":["Chitkara University Institute of Engineering and Technology, Chitkara University,Punjab,India","Chitkara University Institute of Engineering and Technology, Chitkara University, Punjab, India"],"affiliations":[{"raw_affiliation_string":"Chitkara University Institute of Engineering and Technology, Chitkara University,Punjab,India","institution_ids":["https://openalex.org/I74319210"]},{"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/A5100372948","display_name":"Amandeep Singh","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Amandeep Singh","raw_affiliation_strings":["Gulzar Group of Institutions,Ludhiana,Punjab,India","Gulzar Group of Institutions, Ludhiana, Punjab, India"],"affiliations":[{"raw_affiliation_string":"Gulzar Group of Institutions,Ludhiana,Punjab,India","institution_ids":[]},{"raw_affiliation_string":"Gulzar Group of Institutions, Ludhiana, Punjab, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024147005","display_name":"Vinay Kukreja","orcid":"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","Chitkara University Institute of Engineering and Technology, Chitkara University, Punjab, India"],"affiliations":[{"raw_affiliation_string":"Chitkara University Institute of Engineering and Technology, Chitkara University,Punjab,India","institution_ids":["https://openalex.org/I74319210"]},{"raw_affiliation_string":"Chitkara University Institute of Engineering and Technology, Chitkara University, Punjab, India","institution_ids":["https://openalex.org/I74319210"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083429850","display_name":"Satvik Vats","orcid":"https://orcid.org/0000-0002-9422-4915"},"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":"Satvik Vats","raw_affiliation_strings":["Graphic Era Hill University,Computer Science and Engineering,Dehradun,Uttarakhand,India","Computer Science and Engineering, Graphic Era Hill University, Dehradun, Uttarakhand, India"],"affiliations":[{"raw_affiliation_string":"Graphic Era Hill University,Computer Science and Engineering,Dehradun,Uttarakhand,India","institution_ids":["https://openalex.org/I60054993"]},{"raw_affiliation_string":"Computer Science and Engineering, Graphic Era Hill University, Dehradun, Uttarakhand, India","institution_ids":["https://openalex.org/I60054993"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5043610060"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.239,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.85471747,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"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":0.9984999895095825,"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":0.9984999895095825,"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/T12660","display_name":"Plant Disease Management Techniques","score":0.9785000085830688,"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":0.9769999980926514,"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/blight","display_name":"Blight","score":0.680529773235321},{"id":"https://openalex.org/keywords/confusion-matrix","display_name":"Confusion matrix","score":0.6087635159492493},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5359068512916565},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.5048142075538635},{"id":"https://openalex.org/keywords/seriousness","display_name":"Seriousness","score":0.504149317741394},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4671610891819},{"id":"https://openalex.org/keywords/disease-management","display_name":"Disease management","score":0.4434121251106262},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4274471402168274},{"id":"https://openalex.org/keywords/confusion","display_name":"Confusion","score":0.4182603657245636},{"id":"https://openalex.org/keywords/agricultural-engineering","display_name":"Agricultural engineering","score":0.35627496242523193},{"id":"https://openalex.org/keywords/agronomy","display_name":"Agronomy","score":0.28458571434020996},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.2538713216781616},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.24979573488235474},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17181396484375},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1347687542438507},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08976203203201294}],"concepts":[{"id":"https://openalex.org/C182076605","wikidata":"https://www.wikidata.org/wiki/Q4273292","display_name":"Blight","level":2,"score":0.680529773235321},{"id":"https://openalex.org/C138602881","wikidata":"https://www.wikidata.org/wiki/Q2709591","display_name":"Confusion matrix","level":2,"score":0.6087635159492493},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5359068512916565},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.5048142075538635},{"id":"https://openalex.org/C2776650110","wikidata":"https://www.wikidata.org/wiki/Q12891156","display_name":"Seriousness","level":2,"score":0.504149317741394},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4671610891819},{"id":"https://openalex.org/C2982889124","wikidata":"https://www.wikidata.org/wiki/Q107439039","display_name":"Disease management","level":4,"score":0.4434121251106262},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4274471402168274},{"id":"https://openalex.org/C2781140086","wikidata":"https://www.wikidata.org/wiki/Q557945","display_name":"Confusion","level":2,"score":0.4182603657245636},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.35627496242523193},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.28458571434020996},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.2538713216781616},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.24979573488235474},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17181396484375},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1347687542438507},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08976203203201294},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C11171543","wikidata":"https://www.wikidata.org/wiki/Q41630","display_name":"Psychoanalysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccnt56998.2023.10306708","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt56998.2023.10306708","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 14th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.8500000238418579}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W3195401316","https://openalex.org/W3198556944","https://openalex.org/W3215484246","https://openalex.org/W4206618551","https://openalex.org/W4220919580","https://openalex.org/W4225316118","https://openalex.org/W4226165565","https://openalex.org/W4296078655","https://openalex.org/W4312787815","https://openalex.org/W4320736771","https://openalex.org/W4322624260","https://openalex.org/W4323073343","https://openalex.org/W4378187169","https://openalex.org/W4379874928"],"related_works":["https://openalex.org/W2028614536","https://openalex.org/W2356638506","https://openalex.org/W1991763283","https://openalex.org/W2089959096","https://openalex.org/W1971282566","https://openalex.org/W3166651797","https://openalex.org/W2991906467","https://openalex.org/W2079598223","https://openalex.org/W1525696715","https://openalex.org/W4285415793"],"abstract_inverted_index":{"Bean":[0],"leaf":[1,27,72,145,215],"halo":[2,28,73,216],"blight":[3,74],"is":[4,23,38],"a":[5,49,59,92,141,180,222],"widespread":[6],"plant":[7],"disease":[8,22,47,123,239],"that":[9,62,229,251],"causes":[10],"large":[11],"output":[12],"losses":[13],"by":[14,97,137,148,191,221],"affecting":[15],"the":[16,42,66,88,99,128,135,158,172,187,192,196,234,244,261,274,278],"leaves":[17],"of":[18,45,65,78,90,101,143,168,174,246,277],"bean":[19,26,71,144,214],"plants.":[20],"This":[21,109,218],"known":[24],"as":[25],"blight.":[29,217],"To":[30,126],"develop":[31],"successful":[32],"methods":[33],"for":[34,177],"illness":[35],"management,":[36],"it":[37],"essential":[39],"to":[40,69,76,86,113,163,185,201,204,211,236,243,273],"determine":[41],"seriousness":[43,81],"levels":[44],"this":[46,270],"in":[48,118,267],"precise":[50],"and":[51,94,105,139,147,156,249,263],"timely":[52],"manner.":[53],"The":[54,83,227],"proposed":[55],"research":[56,256],"study":[57],"present":[58],"multi-classification":[60],"framework":[61,228],"makes":[63],"use":[64],"ResNeXt50":[67,159,197],"model":[68,129,160,198,262],"categorize":[70,213],"according":[75],"one":[77],"five":[79],"distinct":[80],"levels.":[82],"authors":[84],"want":[85],"achieve":[87],"goal":[89],"developing":[91],"dependable":[93],"effective":[95],"system":[96],"utilizing":[98],"capabilities":[100],"deep":[102],"learning":[103,107],"(DL)":[104],"transfer":[106],"(TL).":[108],"will":[110,271],"allow":[111],"us":[112],"provide":[114],"farmers":[115],"with":[116,224],"assistance":[117],"making":[119],"well-informed":[120],"decisions":[121],"on":[122,259],"management":[124],"methods.":[125],"make":[127],"more":[130],"robust,":[131],"we":[132],"amped":[133],"up":[134],"data":[136,150],"collecting":[138],"processing":[140],"collection":[142],"pictures":[146],"using":[149],"augmentation":[151],"strategies.":[152],"After":[153],"being":[154],"trained":[155],"tested,":[157],"was":[161,183,199,219],"found":[162],"have":[164],"an":[165],"accuracy":[166],"level":[167],"96.37%":[169],"overall.":[170],"Following":[171],"investigation":[173],"performance":[175,266],"parameters":[176],"each":[178],"layer,":[179],"confusion":[181],"matrix":[182],"developed":[184,232],"evaluate":[186],"classification":[188],"results":[189],"produced":[190],"model.":[193],"In":[194],"addition,":[195],"judged":[200],"be":[202],"superior":[203],"other":[205,225],"cutting-edge":[206],"models":[207],"under":[208],"its":[209,265],"ability":[210],"effectively":[212],"demonstrated":[220],"comparison":[223],"models.":[226],"has":[230,233],"been":[231],"potential":[235],"greatly":[237],"improve":[238],"control":[240],"practices,":[241],"contribute":[242,272],"enhancement":[245],"crop":[247],"yields,":[248],"ensure":[250],"agriculture":[252],"remains":[253],"sustainable.":[254],"Future":[255],"may":[257],"concentrate":[258],"improving":[260],"evaluating":[264],"real-world":[268],"settings;":[269],"practical":[275],"implementation":[276],"suggested":[279],"system.":[280]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
