{"id":"https://openalex.org/W4391723956","doi":"https://doi.org/10.1016/j.ecoinf.2024.102516","title":"Determining the community composition of herbaceous species from images using convolutional neural networks","display_name":"Determining the community composition of herbaceous species from images using convolutional neural networks","publication_year":2024,"publication_date":"2024-02-10","ids":{"openalex":"https://openalex.org/W4391723956","doi":"https://doi.org/10.1016/j.ecoinf.2024.102516"},"language":"en","primary_location":{"id":"doi:10.1016/j.ecoinf.2024.102516","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ecoinf.2024.102516","pdf_url":null,"source":{"id":"https://openalex.org/S195809937","display_name":"Ecological Informatics","issn_l":"1574-9541","issn":["1574-9541","1878-0512"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ecological Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.ecoinf.2024.102516","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048806259","display_name":"Matthias K\u00f6rschens","orcid":"https://orcid.org/0000-0002-0755-2006"},"institutions":[{"id":"https://openalex.org/I2801030728","display_name":"German Centre for Integrative Biodiversity Research","ror":"https://ror.org/01jty7g66","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2801030728"]},{"id":"https://openalex.org/I76198965","display_name":"Friedrich Schiller University Jena","ror":"https://ror.org/05qpz1x62","country_code":"DE","type":"education","lineage":["https://openalex.org/I76198965"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Matthias K\u00f6rschens","raw_affiliation_strings":["Computer Vision Group, Institute of Computer Science, Friedrich Schiller University, Ernst-Abbe-Platz 2, D-07743 Jena, Germany","German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Puschstra\u00dfe 4, D-04103 Leipzig, Germany","Plant Biodiversity Group, Institute of Ecology and Evolution with Botanical Garden and Herbarium Haussknecht, Friedrich Schiller University, Philosophenweg 16, D-07743 Jena, Germany"],"affiliations":[{"raw_affiliation_string":"Computer Vision Group, Institute of Computer Science, Friedrich Schiller University, Ernst-Abbe-Platz 2, D-07743 Jena, Germany","institution_ids":["https://openalex.org/I76198965"]},{"raw_affiliation_string":"German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Puschstra\u00dfe 4, D-04103 Leipzig, Germany","institution_ids":["https://openalex.org/I2801030728"]},{"raw_affiliation_string":"Plant Biodiversity Group, Institute of Ecology and Evolution with Botanical Garden and Herbarium Haussknecht, Friedrich Schiller University, Philosophenweg 16, D-07743 Jena, Germany","institution_ids":["https://openalex.org/I76198965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088990196","display_name":"Solveig Franziska Bucher","orcid":"https://orcid.org/0000-0002-2303-4583"},"institutions":[{"id":"https://openalex.org/I76198965","display_name":"Friedrich Schiller University Jena","ror":"https://ror.org/05qpz1x62","country_code":"DE","type":"education","lineage":["https://openalex.org/I76198965"]},{"id":"https://openalex.org/I2801030728","display_name":"German Centre for Integrative Biodiversity Research","ror":"https://ror.org/01jty7g66","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2801030728"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Solveig Franziska Bucher","raw_affiliation_strings":["German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Puschstra\u00dfe 4, D-04103 Leipzig, Germany","Michael Stifel Center Jena, Leutragraben 1, D-07743, Jena, Germany","Plant Biodiversity Group, Institute of Ecology and Evolution with Botanical Garden and Herbarium Haussknecht, Friedrich Schiller University, Philosophenweg 16, D-07743 Jena, Germany"],"affiliations":[{"raw_affiliation_string":"German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Puschstra\u00dfe 4, D-04103 Leipzig, Germany","institution_ids":["https://openalex.org/I2801030728"]},{"raw_affiliation_string":"Michael Stifel Center Jena, Leutragraben 1, D-07743, Jena, Germany","institution_ids":[]},{"raw_affiliation_string":"Plant Biodiversity Group, Institute of Ecology and Evolution with Botanical Garden and Herbarium Haussknecht, Friedrich Schiller University, Philosophenweg 16, D-07743 Jena, Germany","institution_ids":["https://openalex.org/I76198965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087931836","display_name":"Paul Bodesheim","orcid":"https://orcid.org/0000-0002-3564-6528"},"institutions":[{"id":"https://openalex.org/I76198965","display_name":"Friedrich Schiller University Jena","ror":"https://ror.org/05qpz1x62","country_code":"DE","type":"education","lineage":["https://openalex.org/I76198965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Paul Bodesheim","raw_affiliation_strings":["Computer Vision Group, Institute of Computer Science, Friedrich Schiller University, Ernst-Abbe-Platz 2, D-07743 Jena, Germany"],"affiliations":[{"raw_affiliation_string":"Computer Vision Group, Institute of Computer Science, Friedrich Schiller University, Ernst-Abbe-Platz 2, D-07743 Jena, Germany","institution_ids":["https://openalex.org/I76198965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026875434","display_name":"Josephine Ulrich","orcid":"https://orcid.org/0000-0002-5873-8804"},"institutions":[{"id":"https://openalex.org/I76198965","display_name":"Friedrich Schiller University Jena","ror":"https://ror.org/05qpz1x62","country_code":"DE","type":"education","lineage":["https://openalex.org/I76198965"]},{"id":"https://openalex.org/I2801030728","display_name":"German Centre for Integrative Biodiversity Research","ror":"https://ror.org/01jty7g66","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2801030728"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Josephine Ulrich","raw_affiliation_strings":["German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Puschstra\u00dfe 4, D-04103 Leipzig, Germany","Plant Biodiversity Group, Institute of Ecology and Evolution with Botanical Garden and Herbarium Haussknecht, Friedrich Schiller University, Philosophenweg 16, D-07743 Jena, Germany"],"affiliations":[{"raw_affiliation_string":"German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Puschstra\u00dfe 4, D-04103 Leipzig, Germany","institution_ids":["https://openalex.org/I2801030728"]},{"raw_affiliation_string":"Plant Biodiversity Group, Institute of Ecology and Evolution with Botanical Garden and Herbarium Haussknecht, Friedrich Schiller University, Philosophenweg 16, D-07743 Jena, Germany","institution_ids":["https://openalex.org/I76198965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024934744","display_name":"Joachim Denzler","orcid":"https://orcid.org/0000-0002-3193-3300"},"institutions":[{"id":"https://openalex.org/I76198965","display_name":"Friedrich Schiller University Jena","ror":"https://ror.org/05qpz1x62","country_code":"DE","type":"education","lineage":["https://openalex.org/I76198965"]},{"id":"https://openalex.org/I2801030728","display_name":"German Centre for Integrative Biodiversity Research","ror":"https://ror.org/01jty7g66","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2801030728"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Joachim Denzler","raw_affiliation_strings":["Computer Vision Group, Institute of Computer Science, Friedrich Schiller University, Ernst-Abbe-Platz 2, D-07743 Jena, Germany","German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Puschstra\u00dfe 4, D-04103 Leipzig, Germany","Michael Stifel Center Jena, Leutragraben 1, D-07743, Jena, Germany"],"affiliations":[{"raw_affiliation_string":"Computer Vision Group, Institute of Computer Science, Friedrich Schiller University, Ernst-Abbe-Platz 2, D-07743 Jena, Germany","institution_ids":["https://openalex.org/I76198965"]},{"raw_affiliation_string":"German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Puschstra\u00dfe 4, D-04103 Leipzig, Germany","institution_ids":["https://openalex.org/I2801030728"]},{"raw_affiliation_string":"Michael Stifel Center Jena, Leutragraben 1, D-07743, Jena, Germany","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026151695","display_name":"Christine R\u00f6mermann","orcid":"https://orcid.org/0000-0003-3471-0951"},"institutions":[{"id":"https://openalex.org/I76198965","display_name":"Friedrich Schiller University Jena","ror":"https://ror.org/05qpz1x62","country_code":"DE","type":"education","lineage":["https://openalex.org/I76198965"]},{"id":"https://openalex.org/I2801030728","display_name":"German Centre for Integrative Biodiversity Research","ror":"https://ror.org/01jty7g66","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2801030728"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christine R\u00f6mermann","raw_affiliation_strings":["German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Puschstra\u00dfe 4, D-04103 Leipzig, Germany","Michael Stifel Center Jena, Leutragraben 1, D-07743, Jena, Germany","Plant Biodiversity Group, Institute of Ecology and Evolution with Botanical Garden and Herbarium Haussknecht, Friedrich Schiller University, Philosophenweg 16, D-07743 Jena, Germany"],"affiliations":[{"raw_affiliation_string":"German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Puschstra\u00dfe 4, D-04103 Leipzig, Germany","institution_ids":["https://openalex.org/I2801030728"]},{"raw_affiliation_string":"Michael Stifel Center Jena, Leutragraben 1, D-07743, Jena, Germany","institution_ids":[]},{"raw_affiliation_string":"Plant Biodiversity Group, Institute of Ecology and Evolution with Botanical Garden and Herbarium Haussknecht, Friedrich Schiller University, Philosophenweg 16, D-07743 Jena, Germany","institution_ids":["https://openalex.org/I76198965"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5048806259"],"corresponding_institution_ids":["https://openalex.org/I2801030728","https://openalex.org/I76198965"],"apc_list":{"value":2510,"currency":"USD","value_usd":2510},"apc_paid":{"value":2510,"currency":"USD","value_usd":2510},"fwci":5.9304,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.94721268,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"80","issue":null,"first_page":"102516","last_page":"102516"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10895","display_name":"Species Distribution and Climate Change","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10895","display_name":"Species Distribution and Climate Change","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"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":0.9983999729156494,"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"}},{"id":"https://openalex.org/T10005","display_name":"Ecology and Vegetation Dynamics Studies","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2309","display_name":"Nature and Landscape Conservation"},"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6770435571670532},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6696157455444336},{"id":"https://openalex.org/keywords/vegetation","display_name":"Vegetation (pathology)","score":0.5870715379714966},{"id":"https://openalex.org/keywords/herbaceous-plant","display_name":"Herbaceous plant","score":0.548976719379425},{"id":"https://openalex.org/keywords/plant-community","display_name":"Plant community","score":0.518115222454071},{"id":"https://openalex.org/keywords/usable","display_name":"USable","score":0.4700685143470764},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.45414116978645325},{"id":"https://openalex.org/keywords/cover","display_name":"Cover (algebra)","score":0.4518621861934662},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41185683012008667},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3604024350643158},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.34934306144714355},{"id":"https://openalex.org/keywords/species-richness","display_name":"Species richness","score":0.13634827733039856},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.11588644981384277},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.07866713404655457}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6770435571670532},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6696157455444336},{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.5870715379714966},{"id":"https://openalex.org/C30820588","wikidata":"https://www.wikidata.org/wiki/Q190903","display_name":"Herbaceous plant","level":2,"score":0.548976719379425},{"id":"https://openalex.org/C53002841","wikidata":"https://www.wikidata.org/wiki/Q1418712","display_name":"Plant community","level":3,"score":0.518115222454071},{"id":"https://openalex.org/C2780615836","wikidata":"https://www.wikidata.org/wiki/Q2471869","display_name":"USable","level":2,"score":0.4700685143470764},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.45414116978645325},{"id":"https://openalex.org/C2780428219","wikidata":"https://www.wikidata.org/wiki/Q16952335","display_name":"Cover (algebra)","level":2,"score":0.4518621861934662},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41185683012008667},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3604024350643158},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.34934306144714355},{"id":"https://openalex.org/C53565203","wikidata":"https://www.wikidata.org/wiki/Q17146659","display_name":"Species richness","level":2,"score":0.13634827733039856},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.11588644981384277},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.07866713404655457},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"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:10.1016/j.ecoinf.2024.102516","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ecoinf.2024.102516","pdf_url":null,"source":{"id":"https://openalex.org/S195809937","display_name":"Ecological Informatics","issn_l":"1574-9541","issn":["1574-9541","1878-0512"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ecological Informatics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.ecoinf.2024.102516","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ecoinf.2024.102516","pdf_url":null,"source":{"id":"https://openalex.org/S195809937","display_name":"Ecological Informatics","issn_l":"1574-9541","issn":["1574-9541","1878-0512"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ecological Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land","score":0.7599999904632568}],"awards":[],"funders":[{"id":"https://openalex.org/F4320309895","display_name":"Carl-Zeiss-Stiftung","ror":"https://ror.org/03ng4kg22"},{"id":"https://openalex.org/F4320330723","display_name":"Deutsches Zentrum f\u00fcr integrative Biodiversit\u00e4tsforschung Halle-Jena-Leipzig","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":67,"referenced_works":["https://openalex.org/W1971416270","https://openalex.org/W1973125098","https://openalex.org/W1984792953","https://openalex.org/W2024551472","https://openalex.org/W2047328724","https://openalex.org/W2106569440","https://openalex.org/W2117539524","https://openalex.org/W2123402141","https://openalex.org/W2186518338","https://openalex.org/W2242464395","https://openalex.org/W2282537990","https://openalex.org/W2471406164","https://openalex.org/W2506546357","https://openalex.org/W2582743722","https://openalex.org/W2790979755","https://openalex.org/W2802059742","https://openalex.org/W2804235947","https://openalex.org/W2898973103","https://openalex.org/W2901656611","https://openalex.org/W2954996726","https://openalex.org/W2955016451","https://openalex.org/W2974336699","https://openalex.org/W3005101149","https://openalex.org/W3015716208","https://openalex.org/W3033333350","https://openalex.org/W3047713023","https://openalex.org/W3090936271","https://openalex.org/W3105878426","https://openalex.org/W3120827175","https://openalex.org/W3152088004","https://openalex.org/W3177321793","https://openalex.org/W3177566902","https://openalex.org/W3187443852","https://openalex.org/W3204596603","https://openalex.org/W4206102187","https://openalex.org/W4206545378","https://openalex.org/W4212774754","https://openalex.org/W4213207911","https://openalex.org/W4220994411","https://openalex.org/W4229666374","https://openalex.org/W4236965008","https://openalex.org/W4243048897","https://openalex.org/W4281678391","https://openalex.org/W4290997076","https://openalex.org/W4306835715","https://openalex.org/W4313044237","https://openalex.org/W4363648000","https://openalex.org/W6629682123","https://openalex.org/W6639824700","https://openalex.org/W6640054144","https://openalex.org/W6679201553","https://openalex.org/W6684082840","https://openalex.org/W6687483927","https://openalex.org/W6697443983","https://openalex.org/W6730903564","https://openalex.org/W6735463952","https://openalex.org/W6744211344","https://openalex.org/W6752381671","https://openalex.org/W6752623919","https://openalex.org/W6766978945","https://openalex.org/W6772810169","https://openalex.org/W6775042334","https://openalex.org/W6775886356","https://openalex.org/W6778485988","https://openalex.org/W6785897658","https://openalex.org/W6792155083","https://openalex.org/W6810938606"],"related_works":["https://openalex.org/W2982321410","https://openalex.org/W2371457227","https://openalex.org/W2392004567","https://openalex.org/W2324371611","https://openalex.org/W3049019078","https://openalex.org/W174368186","https://openalex.org/W2900488513","https://openalex.org/W2019395191","https://openalex.org/W2368575190","https://openalex.org/W2363461003"],"abstract_inverted_index":{"Global":[0],"change":[1],"has":[2],"a":[3,70,108],"detrimental":[4],"impact":[5],"on":[6,73,88,153],"the":[7,23,80,115,143,148,159,171],"environment":[8],"and":[9,38,64,100,184,193],"changes":[10,21],"biodiversity":[11],"patterns,":[12],"which":[13,34],"can":[14,49,117],"be":[15,55,119,186],"observed,":[16],"among":[17],"others,":[18],"via":[19],"analyzing":[20],"in":[22,147,181],"composition":[24],"of":[25,93,111,195],"plant":[26,82,95,101,190,197],"communities.":[27],"Typically,":[28],"vegetation":[29,123,149],"relev\u00e9es":[30],"are":[31],"done":[32,104],"manually,":[33],"is":[35,59,86],"time-consuming,":[36],"laborious,":[37],"subjective.":[39],"Applying":[40],"an":[41,46],"automatic":[42],"system":[43,71,85,116],"for":[44,77],"such":[45,69,127],"analysis":[47],"that":[48],"also":[50],"identify":[51],"co-occurring":[52],"species":[53,96,145,198],"would":[54],"beneficial":[56],"as":[57],"it":[58,157],"fast,":[60],"effortless":[61],"to":[62,122,140,188,199],"use,":[63],"consistent.":[65],"Here,":[66],"we":[67],"introduce":[68],"based":[72],"Convolutional":[74],"Neural":[75],"Networks":[76],"automatically":[78],"predicting":[79],"species-wise":[81],"cover.":[83],"The":[84],"trained":[87,152],"freely":[89],"available":[90],"image":[91],"data":[92],"herbaceous":[94],"from":[97],"web":[98],"sources":[99],"cover":[102,128],"estimates":[103,161],"by":[105],"experts.":[106],"With":[107],"novel":[109,182],"extension":[110],"our":[112],"original":[113,160],"approach,":[114,132],"even":[118],"applied":[120],"directly":[121],"images":[124],"without":[125],"requiring":[126],"estimates.":[129],"Our":[130,174],"extended":[131],"not":[133],"utilizing":[134],"dedicated":[135,154],"training":[136,155],"data,":[137],"performs":[138],"similarly":[139],"humans":[141],"concerning":[142],"relative":[144],"abundances":[146],"relev\u00e9es.":[150],"When":[151],"annotations,":[156],"reflects":[158],"more":[162],"closely":[163],"than":[164],"(independent)":[165],"human":[166],"experts,":[167],"who":[168],"manually":[169],"analyzed":[170],"same":[172],"sites.":[173],"method":[175],"is,":[176],"with":[177],"little":[178],"adaptation,":[179],"usable":[180],"domains":[183],"could":[185],"used":[187],"analyze":[189],"community":[191],"dynamics":[192],"responses":[194],"different":[196],"environmental":[200],"changes.":[201]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
