{"id":"https://openalex.org/W7213757517","doi":"https://doi.org/10.5281/zenodo.22854129","title":"Greenhouse imagery of basil (Ocimum basilicum) for on-device disease classification: site-collected and cross-domain proxy sets","display_name":"Greenhouse imagery of basil (Ocimum basilicum) for on-device disease classification: site-collected and cross-domain proxy sets","publication_year":2026,"publication_date":"2026-09-20","ids":{"openalex":"https://openalex.org/W7213757517","doi":"https://doi.org/10.5281/zenodo.22854129"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.22854129","doi":"https://doi.org/10.5281/zenodo.22854129","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22854129","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Image"},"volume":null,"type":"other","is_traditional":false,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.22854129","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5136285880","display_name":"Lin Ding Shan","orcid":"https://orcid.org/0009-0009-6031-8479","observed_orcids":["https://orcid.org/0009-0009-6031-8479"]},"institutions":[{"id":"https://openalex.org/I55285296","display_name":"UCSI University","ror":"https://ror.org/019787q29","country_code":"MY","type":"education","lineage":["https://openalex.org/I55285296"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Lin, Ding Shan","raw_affiliation_strings":["UCSI University"],"raw_orcid":"https://orcid.org/0009-0009-6031-8479","affiliations":[{"raw_affiliation_string":"UCSI University","institution_ids":["https://openalex.org/I55285296"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5136285880"],"corresponding_institution_ids":["https://openalex.org/I55285296"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9994999766349792,"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":0.9994999766349792,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/ocimum-basilicum","display_name":"Ocimum basilicum","score":0.9940000176429749},{"id":"https://openalex.org/keywords/edge-computing","display_name":"edge computing","score":0.7839999794960022},{"id":"https://openalex.org/keywords/raspberry-pi","display_name":"Raspberry Pi","score":0.7960000038146973},{"id":"https://openalex.org/keywords/domain-shift","display_name":"domain shift","score":0.6389999985694885},{"id":"https://openalex.org/keywords/inference-latency","display_name":"inference latency","score":0.5479999780654907},{"id":"https://openalex.org/keywords/power-consumption","display_name":"power consumption","score":0.875},{"id":"https://openalex.org/keywords/thermal-profiling","display_name":"thermal profiling","score":0.6159999966621399},{"id":"https://openalex.org/keywords/plant-disease-detection","display_name":"plant disease detection","score":0.34599998593330383},{"id":"https://openalex.org/keywords/duty-cycling","display_name":"duty cycling","score":0.4690000116825104}],"concepts":[{"id":"https://openalex.org/C2983685735","wikidata":"https://www.wikidata.org/wiki/Q5227355","display_name":"Data source","level":2,"score":0.49000000953674316},{"id":"https://openalex.org/C2780148112","wikidata":"https://www.wikidata.org/wiki/Q1432581","display_name":"Proxy (statistics)","level":2,"score":0.4690999984741211},{"id":"https://openalex.org/C32198211","wikidata":"https://www.wikidata.org/wiki/Q165044","display_name":"Greenhouse","level":2,"score":0.46160000562667847},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4023999869823456},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.385699987411499},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38449999690055847},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3799999952316284},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.35569998621940613},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.34950000047683716},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.3330000042915344},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.3294999897480011},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.29319998621940613},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.29170000553131104},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.2858000099658966},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.28209999203681946},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27149999141693115},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.2603999972343445},{"id":"https://openalex.org/C163985040","wikidata":"https://www.wikidata.org/wiki/Q1172399","display_name":"Data acquisition","level":2,"score":0.25999999046325684},{"id":"https://openalex.org/C75553542","wikidata":"https://www.wikidata.org/wiki/Q178161","display_name":"A priori and a posteriori","level":2,"score":0.2574999928474426},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.2547999918460846},{"id":"https://openalex.org/C2778102629","wikidata":"https://www.wikidata.org/wiki/Q725252","display_name":"Satellite imagery","level":2,"score":0.25270000100135803},{"id":"https://openalex.org/C2776356880","wikidata":"https://www.wikidata.org/wiki/Q5381206","display_name":"Environmental data","level":2,"score":0.2522999942302704}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5281/zenodo.22854129","doi":"https://doi.org/10.5281/zenodo.22854129","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22854129","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Image"}],"best_oa_location":{"id":"doi:10.5281/zenodo.22854129","doi":"https://doi.org/10.5281/zenodo.22854129","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22854129","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Image"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.4359000027179718}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7213762991","https://openalex.org/W7213664172","https://openalex.org/W7161378362","https://openalex.org/W7207768578","https://openalex.org/W7170043042","https://openalex.org/W6906596317","https://openalex.org/W7204234646","https://openalex.org/W7154595255","https://openalex.org/W3108254278","https://openalex.org/W6885030660"],"abstract_inverted_index":{"Research":[0],"data":[1,211],"supporting":[2],"the":[3,23,37,42,104,112,153,158,161,167,183,188,222,253,271,286,290,296,308,337,402,447,462,467,470,476,503,515,538,555,560,590,603],"study":[4,58,154,273,557],"\"Deployment":[5],"measurements":[6],"of":[7,103,160,224,229,318,401,415,466,583,605],"a":[8,13,83,108,144,246,323,342,399,432],"containerised":[9,516],"edge":[10,65],"visionnode":[11],"on":[12,51,128,336,512,524],"Raspberry":[14],"Pi":[15],"5:":[16],"thermal,":[17],"power":[18,381,459],"and":[19,22,30,64,91,99,157,176,205,250,257,339,348,367,376,378,382,398,495,528,543,558],"latency":[20],"characteristics,":[21],"attributionof":[24],"container":[25,62],"overhead\",":[26],"submitted":[27],"to":[28,279,301,469,547,602],"Computers":[29],"Electrical":[31],"Engineering.":[32],"This":[33],"record":[34,400],"holds":[35,361],"both":[36],"image":[38,140,566],"dataset":[39],"from":[40,137,193,203,207,226,245,252],"which":[41,52,284,475],"deployed":[43],"classifier":[44,170],"was":[45,77,149],"trained":[46],"andthe":[47],"complete":[48],"deployment":[49,309],"telemetry":[50,363],"every":[53,395],"measurement":[54],"reported":[55],"in":[56,82,166,182,240,263,311,492,500,554,559,589],"that":[57,67,210,266,351],"rests.The":[59],"analysis":[60],"code,":[61],"definitions":[63],"application":[66],"consume":[68],"these":[69],"files":[70],"areat":[71],"https://github.com/xiaolin200206/unified-agtech-engine.":[72],"IMAGE":[73],"DATA":[74],"The":[75,169,218,231,242,406,453,487,533,564],"imagery":[76,135,255],"collected":[78,151],"over":[79,389,412,426],"three":[80,172,232,312,319],"weeks":[81],"commercial":[84],"greenhouse":[85,408],"cultivating":[86],"basil(Ocimum":[87],"basilicum),":[88],"under":[89,322,431,574,581],"natural":[90],"highly":[92],"variable":[93],"illumination.":[94],"Background.zip":[95],"640":[96],"images.":[97,116,123,132],"Non-plant":[98],"mixed":[100],"scene":[101],"content":[102],"kind":[105],"encountered":[106],"by":[107,596],"fixed":[109],"camera":[110,237],"observing":[111],"canopy.":[113],"Basil_healthy.zip":[114],"498":[115],"Healthy":[117,175],"basil":[118],"foliage,":[119],"site-collected.":[120],"Real_disease.zip":[121],"560":[122,201],"Foliar":[124],"disease":[125,134],"symptoms":[126],"observed":[127],"site.":[129,155],"Proxy_disease.zip":[130,578],"280":[131],"Cross-domain":[133],"sourced":[136],"open-access":[138],"agricultural":[139],"databases,":[141],"kept":[142],"as":[143,260,262,451,497,499,541],"separate":[145],"archive":[146],"because":[147],"it":[148,197,592],"not":[150,480,545,594],"at":[152,200,394,461,552],"Provenance":[156],"licence":[159,600],"source":[162,586],"collection":[163],"are":[164,180,235,277,293,299,456,536,544,572],"given":[165],"README.":[168],"distinguishes":[171],"classes:":[173],"Background,":[174],"Disease.":[177],"Two":[178],"trainingconditions":[179],"compared":[181],"accompanying":[184,272,556],"study.":[185],"Under":[186,195],"Real-Only":[187],"Disease":[189],"class":[190,375],"isdrawn":[191],"entirely":[192],"Real_disease.":[194],"Real+Proxy":[196],"is":[198,268,354,579,593],"sample-size-matched":[199],"images,half":[202],"Real_disease":[204],"half":[206],"Proxy_disease,":[208],"so":[209,350],"composition":[212,225],"varies":[213],"whiledataset":[214],"size":[215],"does":[216,479],"not.":[217],"matched":[219],"design":[220],"isolates":[221],"effect":[223,228],"theconfounding":[227],"size.":[230],"site-collected":[233,565],"archives":[234,567],"original":[236,585],"captures":[238,292],"made":[239],"situ.":[241],"proxy":[243,297],"setoriginates":[244],"different":[247],"acquisition":[248],"regime":[249],"differs":[251],"site":[254,291],"inresolution":[256],"capture":[258],"conditions":[259,490],"well":[261,498],"symptom":[264],"morphology;":[265],"difference":[267],"thedomain":[269],"shift":[270],"evaluates.":[274],"All":[275],"images":[276,298],"resized":[278],"224":[280,282],"x":[281],"duringtraining,":[283],"affects":[285],"two":[287,333,340,488,539],"sources":[288],"asymmetrically:":[289],"substantiallydownsampled":[294],"while":[295],"close":[300],"their":[302],"native":[303,504],"resolution.":[304],"TELEMETRY":[305],"telemetry.zip":[306],"contains":[307],"logs":[310],"groups.":[313],"profiling_runs/":[314],"Four":[315],"controlled":[316],"runs":[317,505,517],"hours":[320],"each":[321],"60":[324],"s":[325,329,414,434,437],"active":[326,445],"/":[327,435],"15":[328],"sleep":[330,448],"duty":[331,438],"cycle:":[332],"executing":[334],"natively":[335],"host":[338],"inside":[341],"Docker":[343],"container,":[344],"interleaved":[345],"across":[346],"day":[347],"night":[349],"ambient":[352],"temperature":[353],"balanced":[355],"between":[356],"conditions.":[357,404],"Each":[358],"run":[359,403],"directory":[360],"per-frame":[362],"(inference":[364],"latency,":[365],"processor":[366],"memory":[368],"utilisation,":[369],"SoC":[370],"temperature,":[371],"throttling":[372],"status,":[373],"predicted":[374],"confidence,":[377],"supply":[379,454,477],"voltage,":[380],"battery":[383],"state":[384],"sampled":[385],"once":[386],"per":[387],"second":[388],"I2C),":[390],"per-cycle":[391],"event":[392],"markers":[393],"active-to-sleep":[396],"transition,":[397],"field_log/":[405],"live":[407],"session:":[409,423],"5,989":[410],"frames":[411,425],"181":[413],"continuous":[416],"in-situ":[417],"operation.":[418],"supplementary_session/":[419],"An":[420],"extended":[421],"continuous-inference":[422],"313,011":[424],"3":[427],"h":[428],"33":[429],"min":[430],"180":[433],"45":[436],"cycle.":[439],"Telemetry":[440],"rows":[441],"exist":[442],"only":[443],"during":[444],"periods;":[446],"intervals":[449],"appear":[450],"gaps.":[452],"figures":[455],"node":[457],"input":[458],"measured":[460,534],"Type-C":[463],"connector,":[464],"upstream":[465],"conversion":[468],"board's":[471],"5":[472],"V":[473],"rail,":[474],"module":[478],"instrument.":[481],"NOTE":[482],"ON":[483],"THE":[484],"PROFILING":[485],"COMPARISON":[486],"profiling":[489],"differed":[491],"interpreter,":[493],"inference-runtime":[494],"base-imageversion":[496],"execution":[501],"mode:":[502],"used":[506],"Python":[507,518],"3.13":[508],"with":[509,520],"ONNX":[510,521],"Runtime1.29.0":[511],"Debian":[513],"13,":[514],"3.9":[519],"Runtime":[522],"1.19.2":[523],"Debian11,":[525],"eighteen":[526],"releases":[527],"roughly":[529],"23":[530],"months":[531],"apart.":[532],"differences":[535],"propertiesof":[537],"configurations":[540],"built":[542],"attributable":[546],"containerisation":[548],"alone.":[549],"Thisis":[550],"treated":[551],"length":[553],"repository's":[561],"CHANGELOG.":[562],"LICENSING":[563],"(Background.zip,":[568],"Basil_healthy.zip,":[569],"Real_disease.zip)":[570],"andtelemetry.zip":[571],"released":[573],"CC":[575],"BY":[576,598],"4.0.":[577],"redistributed":[580],"theterms":[582],"its":[584],"collection,":[587],"stated":[588],"README;":[591],"covered":[595],"theCC":[597],"4.0":[599],"applied":[601],"rest":[604],"this":[606],"record.":[607]},"counts_by_year":[],"updated_date":"2026-09-21T07:43:02.447757","created_date":"2026-09-21T00:00:00"}
