{"id":"https://openalex.org/W4402261973","doi":"https://doi.org/10.1109/wincom62286.2024.10655890","title":"Plant Disease Recognition: A Comprehensive Mini Review","display_name":"Plant Disease Recognition: A Comprehensive Mini Review","publication_year":2024,"publication_date":"2024-07-23","ids":{"openalex":"https://openalex.org/W4402261973","doi":"https://doi.org/10.1109/wincom62286.2024.10655890"},"language":"en","primary_location":{"id":"doi:10.1109/wincom62286.2024.10655890","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wincom62286.2024.10655890","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 11th International Conference on Wireless Networks and Mobile Communications (WINCOM)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5099018864","display_name":"Youssef Natij","orcid":"https://orcid.org/0009-0007-4803-9261"},"institutions":[{"id":"https://openalex.org/I3121676899","display_name":"Universit\u00e9 Ibn-Tofail","ror":"https://ror.org/02wj89n04","country_code":"MA","type":"education","lineage":["https://openalex.org/I3121676899"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Youssef Natij","raw_affiliation_strings":["Laboratory of Electrical Engineering and Energy Systems, Faculty of Sciences, Ibn Tofail University,Kenitra,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Electrical Engineering and Energy Systems, Faculty of Sciences, Ibn Tofail University,Kenitra,Morocco","institution_ids":["https://openalex.org/I3121676899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066087751","display_name":"Ayyad Maafiri","orcid":"https://orcid.org/0000-0002-5766-4460"},"institutions":[{"id":"https://openalex.org/I3121676899","display_name":"Universit\u00e9 Ibn-Tofail","ror":"https://ror.org/02wj89n04","country_code":"MA","type":"education","lineage":["https://openalex.org/I3121676899"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Ayyad Maafiri","raw_affiliation_strings":["Engineering Science Laboratory, National School Of Applied Sciences, Ibn Tofail University,Kenitra,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering Science Laboratory, National School Of Applied Sciences, Ibn Tofail University,Kenitra,Morocco","institution_ids":["https://openalex.org/I3121676899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018141815","display_name":"H Karch","orcid":"https://orcid.org/0000-0001-7775-9830"},"institutions":[{"id":"https://openalex.org/I3121676899","display_name":"Universit\u00e9 Ibn-Tofail","ror":"https://ror.org/02wj89n04","country_code":"MA","type":"education","lineage":["https://openalex.org/I3121676899"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Hajar El Karch","raw_affiliation_strings":["Laboratory of Advanced Systems Engineering, National School of Applied Sciences, Ibn Tofail University,Kenitra,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Advanced Systems Engineering, National School of Applied Sciences, Ibn Tofail University,Kenitra,Morocco","institution_ids":["https://openalex.org/I3121676899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037331113","display_name":"Yassine Himeur","orcid":"https://orcid.org/0000-0001-8904-5587"},"institutions":[{"id":"https://openalex.org/I1323252656","display_name":"Information Technology University","ror":"https://ror.org/00ngv8j44","country_code":"PK","type":"education","lineage":["https://openalex.org/I1323252656"]},{"id":"https://openalex.org/I132806614","display_name":"University of Dubai","ror":"https://ror.org/05h0z7c09","country_code":"AE","type":"education","lineage":["https://openalex.org/I132806614"]}],"countries":["AE","PK"],"is_corresponding":false,"raw_author_name":"Yassine Himeur","raw_affiliation_strings":["College of Engineering and Information Technology, University of Dubai,Dubai,UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering and Information Technology, University of Dubai,Dubai,UAE","institution_ids":["https://openalex.org/I1323252656","https://openalex.org/I132806614"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075132083","display_name":"Khalid Chougdali","orcid":"https://orcid.org/0000-0002-1072-0461"},"institutions":[{"id":"https://openalex.org/I3121676899","display_name":"Universit\u00e9 Ibn-Tofail","ror":"https://ror.org/02wj89n04","country_code":"MA","type":"education","lineage":["https://openalex.org/I3121676899"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Khalid Chougdali","raw_affiliation_strings":["Engineering Science Laboratory, National School Of Applied Sciences, Ibn Tofail University,Kenitra,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering Science Laboratory, National School Of Applied Sciences, Ibn Tofail University,Kenitra,Morocco","institution_ids":["https://openalex.org/I3121676899"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064529163","display_name":"Abdelkader Mezouari","orcid":"https://orcid.org/0000-0001-5389-2450"},"institutions":[{"id":"https://openalex.org/I3121676899","display_name":"Universit\u00e9 Ibn-Tofail","ror":"https://ror.org/02wj89n04","country_code":"MA","type":"education","lineage":["https://openalex.org/I3121676899"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abdelkader Mezouari","raw_affiliation_strings":["Laboratory of Electrical Engineering and Energy Systems, Faculty of Sciences, Ibn Tofail University,Kenitra,Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Electrical Engineering and Energy Systems, Faculty of Sciences, Ibn Tofail University,Kenitra,Morocco","institution_ids":["https://openalex.org/I3121676899"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.19704433,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"1","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":0.9993000030517578,"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":0.9993000030517578,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5696092844009399},{"id":"https://openalex.org/keywords/plant-disease","display_name":"Plant disease","score":0.4287922978401184},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34986329078674316},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.14267215132713318},{"id":"https://openalex.org/keywords/biotechnology","display_name":"Biotechnology","score":0.11989784240722656}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5696092844009399},{"id":"https://openalex.org/C3019235130","wikidata":"https://www.wikidata.org/wiki/Q188956","display_name":"Plant disease","level":2,"score":0.4287922978401184},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34986329078674316},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.14267215132713318},{"id":"https://openalex.org/C150903083","wikidata":"https://www.wikidata.org/wiki/Q7108","display_name":"Biotechnology","level":1,"score":0.11989784240722656}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wincom62286.2024.10655890","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wincom62286.2024.10655890","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 11th International Conference on Wireless Networks and Mobile Communications (WINCOM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7200000286102295,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W189596042","https://openalex.org/W196214544","https://openalex.org/W1523493493","https://openalex.org/W1686810756","https://openalex.org/W1985375443","https://openalex.org/W2014383842","https://openalex.org/W2040370888","https://openalex.org/W2067924831","https://openalex.org/W2112796928","https://openalex.org/W2117539524","https://openalex.org/W2123585936","https://openalex.org/W2194775991","https://openalex.org/W2277854822","https://openalex.org/W2339460098","https://openalex.org/W2736026939","https://openalex.org/W2784158897","https://openalex.org/W2786885650","https://openalex.org/W2889393096","https://openalex.org/W2905583750","https://openalex.org/W2911433502","https://openalex.org/W2916478421","https://openalex.org/W2969292408","https://openalex.org/W2969364300","https://openalex.org/W2971058209","https://openalex.org/W2986827278","https://openalex.org/W2997574889","https://openalex.org/W3088127670","https://openalex.org/W3128799620","https://openalex.org/W3158120625","https://openalex.org/W3160766702","https://openalex.org/W3166829666","https://openalex.org/W3199577010","https://openalex.org/W4205947740","https://openalex.org/W4281695711","https://openalex.org/W4306664662","https://openalex.org/W4320012120","https://openalex.org/W4353065565","https://openalex.org/W4378895574","https://openalex.org/W4379878579","https://openalex.org/W4384564851","https://openalex.org/W4386214304","https://openalex.org/W4389056848","https://openalex.org/W4391451930","https://openalex.org/W4392349432","https://openalex.org/W4392648163","https://openalex.org/W6607974698","https://openalex.org/W6681096077","https://openalex.org/W6770231454","https://openalex.org/W6910546390"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W4402327032","https://openalex.org/W2382290278"],"abstract_inverted_index":{"Across":[0],"the":[1,15,62,82,112],"globe,":[2],"agricultural":[3,70],"yield":[4],"faces":[5],"numerous":[6],"challenges,":[7],"including":[8],"unpredictable":[9],"weather":[10],"patterns,":[11],"resource":[12,32],"constraints,":[13],"and":[14,22,34,42,80,103,109],"ever-present":[16],"threat":[17],"of":[18,64,84,114],"plant":[19,115],"diseases.":[20],"Early":[21],"accurate":[23],"disease":[24,67,116],"detection":[25,68],"is":[26],"crucial":[27],"for":[28,55,66,89],"mitigating":[29],"losses,":[30],"optimizing":[31],"allocation,":[33],"promoting":[35],"sustainable":[36],"farming":[37],"practices.":[38],"Machine":[39],"Learning":[40,44],"(ML)":[41],"Deep":[43],"(DL)":[45],"techniques,":[46],"particularly":[47],"convolutional":[48],"neural":[49],"networks":[50],"(CNNs),":[51],"offer":[52],"immense":[53],"potential":[54,63],"tackling":[56],"this":[57],"challenge.":[58],"This":[59],"paper":[60],"investigates":[61],"DL":[65],"in":[69,111],"crops.":[71],"We":[72],"delve":[73],"into":[74],"data":[75],"scarcity,":[76],"a":[77],"major":[78],"obstacle,":[79],"analyze":[81],"suitability":[83],"existing":[85],"datasets":[86],"like":[87],"PlantVillage":[88],"training":[90],"robust":[91],"models.":[92],"Furthermore,":[93],"we":[94],"explore":[95],"popular":[96],"CNN":[97],"architectures,":[98],"such":[99],"as":[100],"LeNet,":[101],"AlexNet,":[102],"VGGNet,":[104],"along":[105],"with":[106],"their":[107],"strengths":[108],"limitations":[110],"context":[113],"detection.":[117]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}