{"id":"https://openalex.org/W4402677926","doi":"https://doi.org/10.3233/idt-240978","title":"Comparative performance analysis of YOLO object detection algorithms for weed detection in agriculture","display_name":"Comparative performance analysis of YOLO object detection algorithms for weed detection in agriculture","publication_year":2024,"publication_date":"2024-09-07","ids":{"openalex":"https://openalex.org/W4402677926","doi":"https://doi.org/10.3233/idt-240978"},"language":"en","primary_location":{"id":"doi:10.3233/idt-240978","is_oa":false,"landing_page_url":"https://doi.org/10.3233/idt-240978","pdf_url":null,"source":{"id":"https://openalex.org/S119727669","display_name":"Intelligent Decision Technologies","issn_l":"1872-4981","issn":["1872-4981","1875-8843"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Decision Technologies","raw_type":"journal-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/A5032999458","display_name":"Sandip Sonawane","orcid":"https://orcid.org/0000-0003-0430-2316"},"institutions":[{"id":"https://openalex.org/I4210132590","display_name":"Shri Vile Parle Kelavani Mandal","ror":"https://ror.org/03ddhrn22","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210132590","https://openalex.org/I4405260087"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Sandip Sonawane","raw_affiliation_strings":["R. C. Patel Institute of Technology, Shirpur, Maharashtra, India"],"affiliations":[{"raw_affiliation_string":"R. C. Patel Institute of Technology, Shirpur, Maharashtra, India","institution_ids":["https://openalex.org/I4210132590"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081311646","display_name":"Nitin N. Patil","orcid":"https://orcid.org/0000-0001-8006-0860"},"institutions":[{"id":"https://openalex.org/I4210132590","display_name":"Shri Vile Parle Kelavani Mandal","ror":"https://ror.org/03ddhrn22","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210132590","https://openalex.org/I4405260087"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nitin N. Patil","raw_affiliation_strings":["R. C. Patel Institute of Technology, Shirpur, Maharashtra, India"],"affiliations":[{"raw_affiliation_string":"R. C. Patel Institute of Technology, Shirpur, Maharashtra, India","institution_ids":["https://openalex.org/I4210132590"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5032999458"],"corresponding_institution_ids":["https://openalex.org/I4210132590"],"apc_list":null,"apc_paid":null,"fwci":2.6003,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.89957653,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"19","issue":"1","first_page":"507","last_page":"519"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9994000196456909,"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":0.9994000196456909,"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/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9503999948501587,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9467999935150146,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/weed","display_name":"Weed","score":0.6367273330688477},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.6203130483627319},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5508471131324768},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5132803916931152},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.4429019093513489},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4205654263496399},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3259185552597046},{"id":"https://openalex.org/keywords/agronomy","display_name":"Agronomy","score":0.22413289546966553},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.11948075890541077},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.06343775987625122}],"concepts":[{"id":"https://openalex.org/C2775891814","wikidata":"https://www.wikidata.org/wiki/Q101879","display_name":"Weed","level":2,"score":0.6367273330688477},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.6203130483627319},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5508471131324768},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5132803916931152},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.4429019093513489},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4205654263496399},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3259185552597046},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.22413289546966553},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.11948075890541077},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.06343775987625122}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/idt-240978","is_oa":false,"landing_page_url":"https://doi.org/10.3233/idt-240978","pdf_url":null,"source":{"id":"https://openalex.org/S119727669","display_name":"Intelligent Decision Technologies","issn_l":"1872-4981","issn":["1872-4981","1875-8843"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Decision Technologies","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.800000011920929,"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2286091602","https://openalex.org/W2520364485","https://openalex.org/W2767767563","https://openalex.org/W2790979755","https://openalex.org/W2915011392","https://openalex.org/W3034024180","https://openalex.org/W3039367977","https://openalex.org/W3039926407","https://openalex.org/W3082499117","https://openalex.org/W3082823908","https://openalex.org/W3136376090","https://openalex.org/W4211160540","https://openalex.org/W4310213156","https://openalex.org/W4311046768","https://openalex.org/W4362588662","https://openalex.org/W4380990933","https://openalex.org/W4382059335","https://openalex.org/W4385223261","https://openalex.org/W4386976814","https://openalex.org/W4391345207","https://openalex.org/W4391809770","https://openalex.org/W4392131222","https://openalex.org/W4392757749"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2157457846","https://openalex.org/W1584821869","https://openalex.org/W2593562831","https://openalex.org/W2355956201","https://openalex.org/W2469187828","https://openalex.org/W2390063414","https://openalex.org/W1536445513","https://openalex.org/W2906314692"],"abstract_inverted_index":{"In":[0],"the":[1,47,70,116,123],"face":[2],"of":[3,49,112,135],"a":[4,31,80,87,109],"growing":[5],"global":[6],"population,":[7],"optimizing":[8],"agricultural":[9,171],"practices":[10],"is":[11,16],"crucial.":[12],"One":[13],"major":[14],"challenge":[15],"weed":[17,83,98,156,163],"infestation,":[18],"which":[19],"significantly":[20],"reduces":[21],"crop":[22],"yields":[23],"and":[24,37,56,69,86,96,130,142,166],"increases":[25],"production":[26],"costs.":[27],"This":[28,146],"paper":[29],"presents":[30],"novel":[32],"system":[33],"for":[34,42,153],"weed-crop":[35],"classification":[36],"image":[38,84],"detection":[39,63],"specifically":[40],"designed":[41],"sesame":[43,94,103,159],"fields.":[44,104],"We":[45],"leverage":[46],"capabilities":[48],"Convolutional":[50],"Neural":[51],"Networks":[52],"(CNNs)":[53],"by":[54],"employing":[55],"comparing":[57],"different":[58],"modified":[59],"YOLO":[60,67,128,132],"based":[61],"object":[62],"models,":[64],"including":[65],"YOLOv8,":[66],"NAS,":[68],"recently":[71],"released":[72],"Gold":[73,131],"YOLO.":[74],"Our":[75,119],"investigation":[76],"utilizes":[77],"two":[78],"datasets:":[79],"publicly":[81],"available":[82],"collection":[85],"custom":[88,106],"dataset":[89,107],"we":[90],"meticulously":[91],"created":[92],"containing":[93],"plants":[95],"various":[97],"species":[99],"commonly":[100],"found":[101],"in":[102,133,158],"The":[105],"boasts":[108],"significant":[110],"size":[111],"2148":[113],"images,":[114],"enriching":[115],"training":[117],"process.":[118],"findings":[120],"reveal":[121],"that":[122,148],"YOLOvv8":[124],"model":[125],"surpasses":[126],"both":[127],"NAS":[129],"terms":[134],"key":[136],"evaluation":[137],"metrics":[138],"like":[139],"precision,":[140],"recall":[141],"mean":[143],"average":[144],"precisions.":[145],"suggests":[147],"YOLOv8":[149],"demonstrates":[150],"exceptional":[151],"potential":[152],"real-time,":[154],"on-field":[155],"identification":[157],"cultivation,":[160],"promoting":[161],"informed":[162],"management":[164],"strategies":[165],"ultimately":[167],"contributing":[168],"to":[169],"improve":[170],"yield.":[172]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-02-25T08:12:03.925757","created_date":"2025-10-10T00:00:00"}