{"id":"https://openalex.org/W4402915468","doi":"https://doi.org/10.1109/icip51287.2024.10648166","title":"Knowledge-Infused Learning for Fine-Grained Plant Disease Recognition","display_name":"Knowledge-Infused Learning for Fine-Grained Plant Disease Recognition","publication_year":2024,"publication_date":"2024-09-27","ids":{"openalex":"https://openalex.org/W4402915468","doi":"https://doi.org/10.1109/icip51287.2024.10648166"},"language":"en","primary_location":{"id":"doi:10.1109/icip51287.2024.10648166","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icip51287.2024.10648166","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Image Processing (ICIP)","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/A5008903140","display_name":"Jamil Ahmad","orcid":"https://orcid.org/0000-0001-8407-5971"},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Jamil Ahmad","raw_affiliation_strings":["Mohamed Bin Zayed University of Artificial Intelligence,Abu Dhabi,UAE"],"affiliations":[{"raw_affiliation_string":"Mohamed Bin Zayed University of Artificial Intelligence,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I4210113480"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036560577","display_name":"Wail Gueaieb","orcid":"https://orcid.org/0000-0001-6490-4648"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Wail Gueaieb","raw_affiliation_strings":["University of Ottawa,School of Electrical Engineering and Computer Science,Ottawa,Canada"],"affiliations":[{"raw_affiliation_string":"University of Ottawa,School of Electrical Engineering and Computer Science,Ottawa,Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109797436","display_name":"Abdulmotaleb El Saddik","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Abdulmotaleb El Saddik","raw_affiliation_strings":["Mohamed Bin Zayed University of Artificial Intelligence,Abu Dhabi,UAE"],"affiliations":[{"raw_affiliation_string":"Mohamed Bin Zayed University of Artificial Intelligence,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I4210113480"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101980137","display_name":"G. Masi","orcid":"https://orcid.org/0000-0003-3284-880X"},"institutions":[{"id":"https://openalex.org/I4210087059","display_name":"Technology Innovation Institute","ror":"https://ror.org/001kv2y39","country_code":"AE","type":"facility","lineage":["https://openalex.org/I4210087059"]},{"id":"https://openalex.org/I4210116723","display_name":"Robotics Research (United States)","ror":"https://ror.org/020w2fr77","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116723"]}],"countries":["AE","US"],"is_corresponding":false,"raw_author_name":"Giulia De Masi","raw_affiliation_strings":["Technology Innovation Institute,Autonomous Robotics Research Center,Abu Dhabi,UAE"],"affiliations":[{"raw_affiliation_string":"Technology Innovation Institute,Autonomous Robotics Research Center,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I4210087059","https://openalex.org/I4210116723"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067077979","display_name":"Fakhri Karray","orcid":"https://orcid.org/0000-0002-4217-1372"},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Fakhri Karray","raw_affiliation_strings":["Mohamed Bin Zayed University of Artificial Intelligence,Abu Dhabi,UAE"],"affiliations":[{"raw_affiliation_string":"Mohamed Bin Zayed University of Artificial Intelligence,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I4210113480"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5008903140"],"corresponding_institution_ids":["https://openalex.org/I4210113480"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09094173,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"395","last_page":"401"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9244999885559082,"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":0.9244999885559082,"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/computer-science","display_name":"Computer science","score":0.7063065767288208},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43078213930130005},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.4266369640827179},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.090573251247406}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7063065767288208},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43078213930130005},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4266369640827179},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.090573251247406},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icip51287.2024.10648166","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icip51287.2024.10648166","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Image Processing (ICIP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.7900000214576721}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W2786538427","https://openalex.org/W2934580386","https://openalex.org/W2963847595","https://openalex.org/W2995504058","https://openalex.org/W3016341298","https://openalex.org/W3093950702","https://openalex.org/W3094897602","https://openalex.org/W3120013743","https://openalex.org/W3158760582","https://openalex.org/W3166424296","https://openalex.org/W3191725184","https://openalex.org/W4284970067","https://openalex.org/W4310077393","https://openalex.org/W4310454508","https://openalex.org/W4313420747","https://openalex.org/W4313574982","https://openalex.org/W4317504540","https://openalex.org/W4317568603","https://openalex.org/W4322754167","https://openalex.org/W4323660638","https://openalex.org/W4323925489","https://openalex.org/W4366278485","https://openalex.org/W4367189083","https://openalex.org/W4367676036","https://openalex.org/W4379536383","https://openalex.org/W4380993057","https://openalex.org/W4382364614","https://openalex.org/W4382560805","https://openalex.org/W4385583534","https://openalex.org/W4385692867","https://openalex.org/W4386350795","https://openalex.org/W4386590426","https://openalex.org/W4386598510","https://openalex.org/W4387101388","https://openalex.org/W4388294748","https://openalex.org/W4388556974","https://openalex.org/W6852268885"],"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/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Domain":[0],"knowledge":[1,66],"exists":[2],"in":[3,70,87],"various":[4,183],"forms,":[5],"including":[6],"text,":[7],"ontologies,":[8],"graphs,":[9],"images,":[10],"audio,":[11],"and":[12,42,60,108,140,172],"videos.":[13],"In":[14],"plant":[15],"disease":[16,24,31,193],"detection,":[17],"most":[18],"works":[19],"solely":[20],"utilize":[21],"images":[22,44,72],"with":[23,152],"labels,":[25],"neglecting":[26],"textual":[27,192],"descriptions":[28,41,59,194],"of":[29,48,146,170,178,190],"visual":[30,49,68],"symptoms":[32,69],"used":[33],"by":[34,63,128],"human":[35],"experts":[36],"for":[37,100,137],"diagnosis.":[38],"These":[39],"text":[40,58],"sample":[43],"aid":[45],"expert":[46],"identification":[47],"symptoms.":[50],"We":[51,93],"propose":[52],"a":[53,95,118],"novel":[54],"method":[55],"that":[56],"leverages":[57],"image":[61,89],"data":[62],"modeling":[64],"domain-specific":[65],"about":[67],"leaf":[71,174],"as":[73,135],"separate":[74],"feature":[75,113,138],"channels.":[76],"Each":[77],"channel":[78,96,103,148],"corresponds":[79],"to":[80,180],"specific":[81],"features":[82],"whose":[83],"absence":[84],"or":[85],"presence":[86],"the":[88,106,147,153,156,188,196],"influences":[90],"model":[91,160],"predictions.":[92],"introduce":[94],"attention-guided":[97],"fusion":[98,157],"module":[99],"weighting":[101],"each":[102],"based":[104],"on":[105,165],"input":[107,121,136],"corresponding":[109],"output.":[110],"The":[111],"combined":[112,151],"channels":[114],"are":[115],"transformed":[116],"into":[117],"standardized":[119],"3-channel":[120],"format,":[122],"which":[123],"can":[124],"then":[125],"be":[126],"processed":[127],"any":[129],"pre-trained":[130],"convolutional":[131],"neural":[132],"network":[133],"(CNN)":[134],"extraction":[139],"subsequent":[141],"classification.":[142],"Furthermore,":[143],"intermediate":[144],"activations":[145],"attention":[149],"layer":[150,158],"weights":[154],"from":[155],"make":[159],"predictions":[161],"explainable.":[162],"Experimental":[163],"results":[164],"three":[166],"publicly":[167],"available":[168],"datasets":[169],"apple":[171],"cucumber":[173],"diseases":[175],"demonstrate":[176],"improvements":[177],"up":[179],"5%":[181],"utilizing":[182],"state-of-the-art":[184],"CNN":[185],"architectures,":[186],"indicating":[187],"efficacy":[189],"incorporating":[191],"using":[195],"proposed":[197],"approach.":[198]},"counts_by_year":[],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}