{"id":"https://openalex.org/W4412444589","doi":"https://doi.org/10.1109/access.2025.3589278","title":"Multi-Scale Venation Pattern Analysis for Medicinal Plant Species Recognition","display_name":"Multi-Scale Venation Pattern Analysis for Medicinal Plant Species Recognition","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412444589","doi":"https://doi.org/10.1109/access.2025.3589278"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3589278","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3589278","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3589278","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5117309362","display_name":"Arnav Sanjay Karnik","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":false,"raw_author_name":"Arnav Sanjay Karnik","raw_affiliation_strings":["Department of Computer Science and Engineering, Manipal Academy of Higher Education, Manipal Institute of Technology, Udupi, Karnataka, India","Department of Computer Science and Engineering, Manipal Institute of Technology, Manipal Academy of Higher Education, Udupi, Karnataka, India"],"raw_orcid":"https://orcid.org/0009-0007-0873-7735","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Manipal Academy of Higher Education, Manipal Institute of Technology, Udupi, Karnataka, India","institution_ids":["https://openalex.org/I164861460"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Manipal Institute of Technology, Manipal Academy of Higher Education, Udupi, Karnataka, India","institution_ids":["https://openalex.org/I164861460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110948174","display_name":"N. Madhavan Nair","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":false,"raw_author_name":"Nikhil Nair","raw_affiliation_strings":["Department of Computer Science and Engineering, Manipal Academy of Higher Education, Manipal Institute of Technology, Udupi, Karnataka, India","Department of Computer Science and Engineering, Manipal Institute of Technology, Manipal Academy of Higher Education, Udupi, Karnataka, India"],"raw_orcid":"https://orcid.org/0009-0006-9705-1673","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Manipal Academy of Higher Education, Manipal Institute of Technology, Udupi, Karnataka, India","institution_ids":["https://openalex.org/I164861460"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Manipal Institute of Technology, Manipal Academy of Higher Education, Udupi, Karnataka, India","institution_ids":["https://openalex.org/I164861460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118995111","display_name":"Yashas Sagili","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":false,"raw_author_name":"Yashas Sagili","raw_affiliation_strings":["Department of Computer Science and Engineering, Manipal Academy of Higher Education, Manipal Institute of Technology, Udupi, Karnataka, India","Department of Computer Science and Engineering, Manipal Institute of Technology, Manipal Academy of Higher Education, Udupi, Karnataka, India"],"raw_orcid":"https://orcid.org/0009-0003-1736-1769","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Manipal Academy of Higher Education, Manipal Institute of Technology, Udupi, Karnataka, India","institution_ids":["https://openalex.org/I164861460"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Manipal Institute of Technology, Manipal Academy of Higher Education, Udupi, Karnataka, India","institution_ids":["https://openalex.org/I164861460"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103258673","display_name":"P B Shanthi","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":false,"raw_author_name":"P. B. Shanthi","raw_affiliation_strings":["Department of Computer Science and Engineering, Manipal Academy of Higher Education, Manipal Institute of Technology, Udupi, Karnataka, India","Department of Computer Science and Engineering, Manipal Institute of Technology, Manipal Academy of Higher Education, Udupi, Karnataka, India"],"raw_orcid":"https://orcid.org/0000-0003-3276-7073","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Manipal Academy of Higher Education, Manipal Institute of Technology, Udupi, Karnataka, India","institution_ids":["https://openalex.org/I164861460"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Manipal Institute of Technology, Manipal Academy of Higher Education, Udupi, Karnataka, India","institution_ids":["https://openalex.org/I164861460"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I164861460"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.4068,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.79912324,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"125526","last_page":"125536"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.989799976348877,"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"}},"topics":[{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.989799976348877,"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"}},{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.957099974155426,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.928600013256073,"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/scale","display_name":"Scale (ratio)","score":0.5841180086135864},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5603048205375671},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.556392252445221},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37410983443260193},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.14563417434692383},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.11094662547111511}],"concepts":[{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5841180086135864},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5603048205375671},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.556392252445221},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37410983443260193},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.14563417434692383},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.11094662547111511}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3589278","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3589278","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b537c4eea55b43d4993b9062a422e795","is_oa":true,"landing_page_url":"https://doaj.org/article/b537c4eea55b43d4993b9062a422e795","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 125526-125536 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3589278","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3589278","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6700000166893005,"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":30,"referenced_works":["https://openalex.org/W1556850077","https://openalex.org/W1821462560","https://openalex.org/W1901129140","https://openalex.org/W1968896562","https://openalex.org/W2108598243","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2213241010","https://openalex.org/W2412782625","https://openalex.org/W2513370137","https://openalex.org/W2531409750","https://openalex.org/W2616728375","https://openalex.org/W2618530766","https://openalex.org/W2752681852","https://openalex.org/W2954996726","https://openalex.org/W2962858109","https://openalex.org/W2963163009","https://openalex.org/W2963351448","https://openalex.org/W2963881378","https://openalex.org/W4289752563","https://openalex.org/W4307823382","https://openalex.org/W4379743944","https://openalex.org/W4385245566","https://openalex.org/W4388629053","https://openalex.org/W4403474249","https://openalex.org/W6631190155","https://openalex.org/W6637373629","https://openalex.org/W6682132143","https://openalex.org/W6737664043","https://openalex.org/W6762718338"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"This":[0,203],"research":[1,204],"addresses":[2],"the":[3,25,90,177],"challenge":[4],"of":[5,28,92],"medicinal":[6,213],"plant":[7,42,201,214],"species":[8],"recognition":[9],"based":[10],"on":[11,16],"leaf":[12,140],"images":[13],"by":[14,24,40],"focusing":[15],"venation":[17,71,130,143,158],"patterns":[18,72],"as":[19],"discriminative":[20],"features.":[21],"Venation":[22],"patterns\u2014defined":[23],"hierarchical":[26],"arrangement":[27],"veins":[29],"within":[30],"a":[31,47,104,120,134,165,206],"leaf\u2014carry":[32],"significant":[33],"taxonomic":[34],"information":[35],"that":[36,51,138,183],"is":[37,217,231],"often":[38],"overlooked":[39],"conventional":[41],"classification":[43,86],"approaches.":[44],"We":[45],"propose":[46],"novel,":[48],"venation-aware":[49,117],"methodology":[50],"combines":[52],"specialized":[53],"image":[54],"preprocessing":[55],"techniques":[56],"with":[57,111],"both":[58,78],"transfer":[59,109],"learning":[60,64,110],"and":[61,69,80,97,132,142,160,171,197,208,224,238],"custom-designed":[62],"deep":[63],"architectures.":[65],"Our":[66],"method":[67],"extracts":[68],"analyzes":[70],"at":[73],"multiple":[74],"spatial":[75],"scales,":[76],"capturing":[77],"global":[79],"fine-grained":[81],"structural":[82],"details":[83],"to":[84,163],"improve":[85],"performance.":[87],"To":[88],"validate":[89],"effectiveness":[91],"our":[93,184,229],"approach,":[94],"we":[95],"developed":[96],"evaluated":[98],"three":[99],"distinct":[100],"model":[101,107],"architectures:":[102],"(i)":[103],"modified":[105],"ResNet-50":[106],"utilizing":[108],"an":[112],"adapted":[113],"input":[114,167],"pipeline":[115],"for":[116,128,157,211,219,233],"channels;":[118],"(ii)":[119],"custom-built":[121],"convolutional":[122],"neural":[123],"network,":[124],"VenationNet,":[125],"explicitly":[126],"designed":[127],"multi-scale":[129],"analysis;":[131],"(iii)":[133],"Dual-Stream":[135],"CNN":[136],"architecture":[137],"processes":[139],"texture":[141],"maps":[144],"independently":[145],"before":[146],"merging":[147],"via":[148],"attention-based":[149],"fusion.":[150],"Preprocessing":[151],"involves":[152],"contrast":[153],"enhancement,":[154],"Frangi":[155],"filtering":[156],"extraction,":[159],"edge":[161,172,239],"detection":[162],"create":[164],"three-channel":[166],"comprising":[168],"RGB,":[169],"venation,":[170],"maps.":[173],"Experimental":[174],"evaluation":[175],"using":[176],"Indian":[178],"Medicinal":[179],"Plants":[180],"Dataset":[181],"demonstrates":[182],"venation-centric":[185],"strategy":[186],"significantly":[187],"outperforms":[188],"traditional":[189,225],"CNN-based":[190],"approaches,":[191],"achieving":[192],"higher":[193],"accuracy,":[194],"precision,":[195],"recall,":[196],"F1-scores":[198],"across":[199],"diverse":[200],"categories.":[202],"contributes":[205],"practical":[207],"scalable":[209],"solution":[210],"reliable":[212],"identification,":[215],"which":[216],"crucial":[218],"pharmacological":[220],"research,":[221],"biodiversity":[222],"monitoring,":[223],"medicine":[226],"practices.":[227],"Moreover,":[228],"approach":[230],"well-suited":[232],"deployment":[234],"in":[235],"real-time":[236],"mobile":[237],"computing":[240],"environments.":[241]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
