{"id":"https://openalex.org/W4389428781","doi":"https://doi.org/10.1007/s42979-023-02398-5","title":"Medicinal Plant Identification in Real-Time Using Deep Learning Model","display_name":"Medicinal Plant Identification in Real-Time Using Deep Learning Model","publication_year":2023,"publication_date":"2023-12-07","ids":{"openalex":"https://openalex.org/W4389428781","doi":"https://doi.org/10.1007/s42979-023-02398-5"},"language":"en","primary_location":{"id":"doi:10.1007/s42979-023-02398-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-023-02398-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-023-02398-5.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s42979-023-02398-5.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108167615","display_name":"S. Kavitha","orcid":"https://orcid.org/0000-0003-3439-2383"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"S. Kavitha","raw_affiliation_strings":["Department of MCA, Nitte Meenakshi Institute of Technology, Bengaluru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of MCA, Nitte Meenakshi Institute of Technology, Bengaluru, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011997131","display_name":"T. Satish Kumar","orcid":"https://orcid.org/0000-0001-8191-416X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"T. Satish Kumar","raw_affiliation_strings":["Department of Computer Science and Engineering, BMS Institute of Technology and Management, Bengaluru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, BMS Institute of Technology and Management, Bengaluru, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045294563","display_name":"E. Naresh","orcid":null},"institutions":[{"id":"https://openalex.org/I164861460","display_name":"Manipal Academy of Higher Education","ror":"https://ror.org/02xzytt36","country_code":"IN","type":"education","lineage":["https://openalex.org/I164861460"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"E. Naresh","raw_affiliation_strings":["Department of Information Technology, Manipal Institute of Technology Bengaluru, Manipal Academy of Higher Education, Manipal, India"],"raw_orcid":"https://orcid.org/0000-0002-8368-836X","affiliations":[{"raw_affiliation_string":"Department of Information Technology, Manipal Institute of Technology Bengaluru, Manipal Academy of Higher Education, Manipal, India","institution_ids":["https://openalex.org/I164861460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015580697","display_name":"Vijay H. Kalmani","orcid":"https://orcid.org/0000-0003-0738-3211"},"institutions":[{"id":"https://openalex.org/I141641110","display_name":"Shivaji University","ror":"https://ror.org/01bsn4x02","country_code":"IN","type":"education","lineage":["https://openalex.org/I141641110"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vijay H. Kalmani","raw_affiliation_strings":["Department of Computer Science and Information Technology, Rajarambapu Institute of Technology, Affiliated to Shivaji University, Kolhapur, Sakharale, Islampur, Maharashtra, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Technology, Rajarambapu Institute of Technology, Affiliated to Shivaji University, Kolhapur, Sakharale, Islampur, Maharashtra, India","institution_ids":["https://openalex.org/I141641110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073319242","display_name":"Kalyan Devappa Bamane","orcid":"https://orcid.org/0000-0003-0327-1175"},"institutions":[{"id":"https://openalex.org/I4210153931","display_name":"D.Y. Patil University","ror":"https://ror.org/045qb5273","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210153931"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kalyan Devappa Bamane","raw_affiliation_strings":["Department of Information Technology, D. Y. Patil College of Engineering, Akurdi, Pune, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, D. Y. Patil College of Engineering, Akurdi, Pune, India","institution_ids":["https://openalex.org/I4210153931"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006705078","display_name":"Piyush Kumar Pareek","orcid":"https://orcid.org/0000-0003-2287-0122"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Piyush Kumar Pareek","raw_affiliation_strings":["Department of AIML and IPR Cell, Nitte Meenakshi Institute of Technology, Bengaluru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of AIML and IPR Cell, Nitte Meenakshi Institute of Technology, Bengaluru, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5045294563"],"corresponding_institution_ids":["https://openalex.org/I164861460"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2290,"currency":"EUR","value_usd":2890},"fwci":23.3783,"has_fulltext":true,"cited_by_count":64,"citation_normalized_percentile":{"value":0.99539169,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"5","issue":"1","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":0.9987999796867371,"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":0.9987999796867371,"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/T13130","display_name":"Biological and pharmacological studies of plants","score":0.9304999709129333,"subfield":{"id":"https://openalex.org/subfields/2736","display_name":"Pharmacology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.7004950046539307},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5893330574035645},{"id":"https://openalex.org/keywords/herb","display_name":"Herb","score":0.5846443176269531},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5336480736732483},{"id":"https://openalex.org/keywords/medicinal-plants","display_name":"Medicinal plants","score":0.5172465443611145},{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.5118955373764038},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.49889516830444336},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.491565078496933},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3986528813838959},{"id":"https://openalex.org/keywords/medicinal-herbs","display_name":"Medicinal herbs","score":0.3958517014980316},{"id":"https://openalex.org/keywords/traditional-medicine","display_name":"Traditional medicine","score":0.3704773783683777},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.1409393846988678},{"id":"https://openalex.org/keywords/botany","display_name":"Botany","score":0.13828223943710327},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1289825439453125},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.09432849287986755}],"concepts":[{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.7004950046539307},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5893330574035645},{"id":"https://openalex.org/C2779824472","wikidata":"https://www.wikidata.org/wiki/Q207123","display_name":"Herb","level":3,"score":0.5846443176269531},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5336480736732483},{"id":"https://openalex.org/C2779158651","wikidata":"https://www.wikidata.org/wiki/Q188840","display_name":"Medicinal plants","level":2,"score":0.5172465443611145},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.5118955373764038},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.49889516830444336},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.491565078496933},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3986528813838959},{"id":"https://openalex.org/C2991655182","wikidata":"https://www.wikidata.org/wiki/Q188840","display_name":"Medicinal herbs","level":2,"score":0.3958517014980316},{"id":"https://openalex.org/C556039675","wikidata":"https://www.wikidata.org/wiki/Q771035","display_name":"Traditional medicine","level":1,"score":0.3704773783683777},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.1409393846988678},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.13828223943710327},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1289825439453125},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.09432849287986755},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s42979-023-02398-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-023-02398-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-023-02398-5.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s42979-023-02398-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-023-02398-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-023-02398-5.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389428781.pdf"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W1560061372","https://openalex.org/W2548258044","https://openalex.org/W2621319211","https://openalex.org/W2921825282","https://openalex.org/W2954996726","https://openalex.org/W2979306089","https://openalex.org/W2979682771","https://openalex.org/W3018715636","https://openalex.org/W3046472267","https://openalex.org/W3172129612","https://openalex.org/W3176874749","https://openalex.org/W3191740196","https://openalex.org/W4226269723","https://openalex.org/W4226535649","https://openalex.org/W4229804415","https://openalex.org/W4234971943","https://openalex.org/W4281824251","https://openalex.org/W4288081147","https://openalex.org/W4312801535"],"related_works":["https://openalex.org/W2393979392","https://openalex.org/W2385590096","https://openalex.org/W2357369346","https://openalex.org/W3214134352","https://openalex.org/W4322504657","https://openalex.org/W2352544315","https://openalex.org/W3185653215","https://openalex.org/W2418728716","https://openalex.org/W1915073081","https://openalex.org/W2130479294"],"abstract_inverted_index":{"Abstract":[0],"Medicinal":[1],"plants":[2,38,52,100,261],"have":[3,39],"a":[4,27,57,62,71,93,103,111,146,230,274],"long":[5],"tradition":[6],"of":[7,29,44,64,69,86,114,148,162,215,239,260,276,281],"being":[8,218],"cultivated":[9],"and":[10,47,66,77,83,132,150,183,196,229,272,283],"harvested":[11],"in":[12,33,54,80],"India.":[13],"The":[14,143,186,257],"Indian":[15,133],"Forest":[16],"is":[17,56,110,169,189,224,233],"the":[18,42,81,124,154,158,165,173,201,221,227,236,246,251,255,269,279],"principal":[19],"repository":[20],"for":[21,235,267],"many":[22],"useful":[23,115],"medicinal":[24,37,137,163,209,240],"herbs.":[25],"As":[26],"result":[28],"their":[30],"critical":[31],"role":[32],"maintaining":[34],"people's":[35],"life,":[36],"traditionally":[40],"been":[41],"subject":[43],"intensive":[45],"research":[46,91],"consideration.":[48],"Yet,":[49],"correctly":[50,207],"identifying":[51],"used":[53],"medicine":[55],"laborious":[58],"process":[59,147],"that":[60],"takes":[61],"lot":[63,275],"time":[65],"expertise.":[67],"Because":[68],"this,":[70],"vision-based":[72,94],"approach":[73],"may":[74],"aid":[75],"scientists":[76],"regular":[78],"people":[79],"rapid":[82],"precise":[84],"identification":[85,161,238],"herb":[87,99],"plants.":[88],"Therefore,":[89],"this":[90,199],"suggests":[92],"smart":[95],"method":[96],"to":[97,120,152,206,226],"recognize":[98,243],"by":[101],"creating":[102],"deep":[104],"learning":[105],"(DL)":[106],"model.":[107],"Although":[108],"there":[109],"wide":[112],"variety":[113],"plants,":[116],"we":[117,139],"limit":[118],"ourselves":[119],"just":[121],"six":[122],"from":[123,278],"Kaggle":[125],"database:":[126],"betel,":[127],"curry,":[128],"tulsi,":[129],"mint,":[130],"neem,":[131],"beech.":[134],"For":[135,157,198],"each":[136],"plant,":[138],"collected":[140],"500":[141],"images.":[142],"data":[144],"undergo":[145],"resizing":[149],"augmentation":[151],"increase":[153],"sample":[155],"size.":[156],"fully":[159],"automatic":[160],"leaves,":[164],"MobileNet":[166],"DL":[167,187,202,222,252],"model":[168,188,203,223,253],"selected.":[170],"To":[171,242],"determine":[172],"model's":[174],"effectiveness,":[175],"it":[176],"must":[177],"first":[178],"be":[179],"trained,":[180],"then":[181],"validated,":[182],"ultimately":[184],"tested.":[185],"evaluated":[190],"using":[191],"measures":[192],"including":[193],"accuracy,":[194],"precision,":[195],"recall.":[197],"reason,":[200],"was":[204],"able":[205],"identify":[208],"leaves":[210],"at":[211],"an":[212,263],"accuracy":[213],"rate":[214],"98.3%.":[216],"After":[217],"thoroughly":[219],"investigated,":[220],"uploaded":[225],"cloud,":[228],"mobile":[231,248],"app":[232,249],"created":[234],"real-time":[237],"leaves.":[241],"leaf":[244],"images,":[245],"built":[247],"accesses":[250],"on":[254],"cloud.":[256],"automated":[258],"recognition":[259],"represents":[262],"extremely":[264],"promising":[265],"option":[266],"filling":[268],"taxonomic":[270],"gap":[271],"gaining":[273],"interest":[277],"fields":[280],"botany":[282],"machine":[284],"vision.":[285]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":42},{"year":2024,"cited_by_count":11}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
