{"id":"https://openalex.org/W4415420293","doi":"https://doi.org/10.1186/s13007-025-01449-7","title":"EBS-YOLO: edge-optimized bidirectional spatial feature augmentation for in-field detection of wheat Fusarium head blight epidemics","display_name":"EBS-YOLO: edge-optimized bidirectional spatial feature augmentation for in-field detection of wheat Fusarium head blight epidemics","publication_year":2025,"publication_date":"2025-10-22","ids":{"openalex":"https://openalex.org/W4415420293","doi":"https://doi.org/10.1186/s13007-025-01449-7","pmid":"https://pubmed.ncbi.nlm.nih.gov/41126292","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/12542020"},"language":"en","primary_location":{"id":"doi:10.1186/s13007-025-01449-7","doi":"https://doi.org/10.1186/s13007-025-01449-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13007-025-01449-7","pdf_url":"https://plantmethods.biomedcentral.com/counter/pdf/10.1186/s13007-025-01449-7","source":{"id":"https://openalex.org/S184470774","display_name":"Plant Methods","issn_l":"1746-4811","issn":["1746-4811"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","norway-1","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"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":"Plant Methods","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://plantmethods.biomedcentral.com/counter/pdf/10.1186/s13007-025-01449-7","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081284290","display_name":"Rui Mao","orcid":"https://orcid.org/0000-0001-5345-8128","observed_orcids":["https://orcid.org/0000-0001-5345-8128"]},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Rui Mao","raw_affiliation_strings":["College of Information Engineering, Northwest A&F University, Yangling, 712100, Shaanxi, China. maorui@nwafu.edu.cn","Shaanxi Engineering Research Center of Agriculture Information Intelligent Perception and Analysis, Yangling, 712100, China. maorui@nwafu.edu.cn","College of Information Engineering, Northwest A&F University, Yangling, 712100, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Northwest A&F University, Yangling, 712100, Shaanxi, China. maorui@nwafu.edu.cn","institution_ids":["https://openalex.org/I89652312"]},{"raw_affiliation_string":"Shaanxi Engineering Research Center of Agriculture Information Intelligent Perception and Analysis, Yangling, 712100, China. maorui@nwafu.edu.cn","institution_ids":["https://openalex.org/I89652312"]},{"raw_affiliation_string":"College of Information Engineering, Northwest A&F University, Yangling, 712100, Shaanxi, China","institution_ids":["https://openalex.org/I89652312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112626865","display_name":"Hongli Yuan","orcid":"https://orcid.org/0000-0002-9701-2424","observed_orcids":["https://orcid.org/0000-0002-9701-2424"]},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongli Yuan","raw_affiliation_strings":["College of Information Engineering, Northwest A&F University, Yangling, 712100, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Northwest A&F University, Yangling, 712100, Shaanxi, China","institution_ids":["https://openalex.org/I89652312"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Feilong Li","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feilong Li","raw_affiliation_strings":["College of Information Engineering, Northwest A&F University, Yangling, 712100, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Northwest A&F University, Yangling, 712100, Shaanxi, China","institution_ids":["https://openalex.org/I89652312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088092740","display_name":"Ying Shi","orcid":"https://orcid.org/0000-0003-3519-2308","observed_orcids":["https://orcid.org/0000-0003-3519-2308"]},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Shi","raw_affiliation_strings":["College of Information Engineering, Northwest A&F University, Yangling, 712100, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Northwest A&F University, Yangling, 712100, Shaanxi, China","institution_ids":["https://openalex.org/I89652312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100684822","display_name":"Jia Zhou","orcid":"https://orcid.org/0009-0007-7320-533X","observed_orcids":["https://orcid.org/0009-0007-7320-533X","https://orcid.org/0009-0003-0280-4555"]},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia Zhou","raw_affiliation_strings":["College of Plant Protection, Northwest A&F University, Yangling, 712100, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Plant Protection, Northwest A&F University, Yangling, 712100, Shaanxi, China","institution_ids":["https://openalex.org/I89652312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015640055","display_name":"Xuemei Hu","orcid":"https://orcid.org/0009-0002-4644-3002","observed_orcids":["https://orcid.org/0009-0002-4644-3002"]},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xuemei Hu","raw_affiliation_strings":["College of Information Engineering, Northwest A&F University, Yangling, 712100, Shaanxi, China","College of Plant Protection, Northwest A&F University, Yangling, 712100, Shaanxi, China. xphu@nwafu.edu.cn","Key Laboratory of Integrated Pest Management on the Loess Plateau of Ministry of Agriculture and Rural Affairs, Yangling, 712100, Shaanxi, China. xphu@nwafu.edu.cn","Key Laboratory of Plant Protection Resources and Pest Integrated Management of Ministry of Education, Yangling, 712100, Shaanxi, China. xphu@nwafu.edu.cn","Shaanxi Engineering Research Center of Agriculture Information Intelligent Perception and Analysis, Yangling, 712100, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Northwest A&F University, Yangling, 712100, Shaanxi, China","institution_ids":["https://openalex.org/I89652312"]},{"raw_affiliation_string":"College of Plant Protection, Northwest A&F University, Yangling, 712100, Shaanxi, China. xphu@nwafu.edu.cn","institution_ids":["https://openalex.org/I89652312"]},{"raw_affiliation_string":"Key Laboratory of Integrated Pest Management on the Loess Plateau of Ministry of Agriculture and Rural Affairs, Yangling, 712100, Shaanxi, China. xphu@nwafu.edu.cn","institution_ids":["https://openalex.org/I89652312"]},{"raw_affiliation_string":"Key Laboratory of Plant Protection Resources and Pest Integrated Management of Ministry of Education, Yangling, 712100, Shaanxi, China. xphu@nwafu.edu.cn","institution_ids":[]},{"raw_affiliation_string":"Shaanxi Engineering Research Center of Agriculture Information Intelligent Perception and Analysis, Yangling, 712100, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100903236","display_name":"Xiaoping Hu","orcid":"https://orcid.org/0000-0002-8155-7040","observed_orcids":["https://orcid.org/0000-0002-8155-7040"]},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaoping Hu","raw_affiliation_strings":["College of Information Engineering, Northwest A&F University, Yangling, 712100, Shaanxi, China","College of Plant Protection, Northwest A&F University, Yangling, 712100, Shaanxi, China. xphu@nwafu.edu.cn","Key Laboratory of Integrated Pest Management on the Loess Plateau of Ministry of Agriculture and Rural Affairs, Yangling, 712100, Shaanxi, China. xphu@nwafu.edu.cn","Key Laboratory of Plant Protection Resources and Pest Integrated Management of Ministry of Education, Yangling, 712100, Shaanxi, China. xphu@nwafu.edu.cn","Shaanxi Engineering Research Center of Agriculture Information Intelligent Perception and Analysis, Yangling, 712100, China","College of Plant Protection, Northwest A&F University, Yangling, 712100, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Northwest A&F University, Yangling, 712100, Shaanxi, China","institution_ids":["https://openalex.org/I89652312"]},{"raw_affiliation_string":"College of Plant Protection, Northwest A&F University, Yangling, 712100, Shaanxi, China. xphu@nwafu.edu.cn","institution_ids":["https://openalex.org/I89652312"]},{"raw_affiliation_string":"Key Laboratory of Integrated Pest Management on the Loess Plateau of Ministry of Agriculture and Rural Affairs, Yangling, 712100, Shaanxi, China. xphu@nwafu.edu.cn","institution_ids":["https://openalex.org/I89652312"]},{"raw_affiliation_string":"Key Laboratory of Plant Protection Resources and Pest Integrated Management of Ministry of Education, Yangling, 712100, Shaanxi, China. xphu@nwafu.edu.cn","institution_ids":[]},{"raw_affiliation_string":"Shaanxi Engineering Research Center of Agriculture Information Intelligent Perception and Analysis, Yangling, 712100, China","institution_ids":[]},{"raw_affiliation_string":"College of Plant Protection, Northwest A&F University, Yangling, 712100, Shaanxi, China","institution_ids":["https://openalex.org/I89652312"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5015640055","https://openalex.org/A5081284290","https://openalex.org/A5100903236"],"corresponding_institution_ids":["https://openalex.org/I89652312"],"apc_list":{"value":3090,"currency":"USD","value_usd":3090},"apc_paid":{"value":3090,"currency":"USD","value_usd":3090},"fwci":2.1291,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.84946753,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"21","issue":"1","first_page":"133","last_page":"133"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9965999722480774,"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":0.9965999722480774,"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":0.003000000026077032,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/fusarium-head-blight","display_name":"Fusarium head blight","score":0.9929999709129333},{"id":"https://openalex.org/keywords/wheat","display_name":"wheat","score":0.9350000023841858},{"id":"https://openalex.org/keywords/object-detection","display_name":"object detection","score":0.6990000009536743},{"id":"https://openalex.org/keywords/yolo","display_name":"YOLO","score":0.9020000100135803},{"id":"https://openalex.org/keywords/feature-pyramid-network","display_name":"feature pyramid network","score":0.7409999966621399},{"id":"https://openalex.org/keywords/lightweight-models","display_name":"lightweight models","score":0.7310000061988831},{"id":"https://openalex.org/keywords/real-time-detection","display_name":"real-time detection","score":0.5550000071525574},{"id":"https://openalex.org/keywords/plant-disease","display_name":"plant disease","score":0.4690000116825104}],"concepts":[{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.7534999847412109},{"id":"https://openalex.org/C142575187","wikidata":"https://www.wikidata.org/wiki/Q3358290","display_name":"Pyramid (geometry)","level":2,"score":0.6610999703407288},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5634999871253967},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5595999956130981},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5476999878883362},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.506600022315979},{"id":"https://openalex.org/C2778867309","wikidata":"https://www.wikidata.org/wiki/Q131672","display_name":"Fusarium","level":2,"score":0.5034000277519226},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.40389999747276306},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.39910000562667847},{"id":"https://openalex.org/C123403432","wikidata":"https://www.wikidata.org/wiki/Q654068","display_name":"Visibility","level":2,"score":0.36489999294281006},{"id":"https://openalex.org/C88796919","wikidata":"https://www.wikidata.org/wiki/Q1142907","display_name":"Backbone network","level":2,"score":0.35519999265670776},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.3239000141620636},{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.30869999527931213},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.3005000054836273},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2867000102996826},{"id":"https://openalex.org/C134121241","wikidata":"https://www.wikidata.org/wiki/Q899301","display_name":"Yield (engineering)","level":2,"score":0.27720001339912415},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.2646999955177307},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.26350000500679016},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.2590999901294708},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.25850000977516174},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.2578999996185303},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2542000114917755},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2535000145435333},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.25209999084472656}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1186/s13007-025-01449-7","doi":"https://doi.org/10.1186/s13007-025-01449-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13007-025-01449-7","pdf_url":"https://plantmethods.biomedcentral.com/counter/pdf/10.1186/s13007-025-01449-7","source":{"id":"https://openalex.org/S184470774","display_name":"Plant Methods","issn_l":"1746-4811","issn":["1746-4811"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","norway-1","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"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":"Plant Methods","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12542020","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12542020","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12542020/pdf/13007_2025_Article_1449.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"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":"Plant Methods","raw_type":"Text"},{"id":"pmh:oai:europepmc.org:11349834","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12542020","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"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":null,"raw_type":"Text"},{"id":"pmid:41126292","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41126292","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Plant methods","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:e0155c5ba81e417c9791220d8cb5f541","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/e0155c5ba81e417c9791220d8cb5f541","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,"listed_in":[],"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":"Plant Methods, Vol 21, Iss 1, Pp 1-16 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13007-025-01449-7","doi":"https://doi.org/10.1186/s13007-025-01449-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13007-025-01449-7","pdf_url":"https://plantmethods.biomedcentral.com/counter/pdf/10.1186/s13007-025-01449-7","source":{"id":"https://openalex.org/S184470774","display_name":"Plant Methods","issn_l":"1746-4811","issn":["1746-4811"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","norway-1","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"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":"Plant Methods","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":1.0}],"study_designs":[],"awards":[{"id":"https://openalex.org/G3417658516","display_name":null,"funder_award_id":"32081330501","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3717817886","display_name":null,"funder_award_id":"CARS-03","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5475905131","display_name":null,"funder_award_id":"2022YFD1400101-1","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G549446608","display_name":null,"funder_award_id":"CARS\u201303","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6663671900","display_name":null,"funder_award_id":"2024NC-ZDCYL-05-06","funder_id":"https://openalex.org/F4320336350","funder_display_name":"Key Research and Development Projects of Shaanxi Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320336350","display_name":"Key Research and Development Projects of Shaanxi Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415420293.pdf","grobid_xml":"https://content.openalex.org/works/W4415420293.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1483870316","https://openalex.org/W2277854822","https://openalex.org/W2767184665","https://openalex.org/W2901871634","https://openalex.org/W2911433502","https://openalex.org/W2922727506","https://openalex.org/W2989604896","https://openalex.org/W2997954134","https://openalex.org/W3015248898","https://openalex.org/W3034971973","https://openalex.org/W3118053069","https://openalex.org/W3169552844","https://openalex.org/W3205512106","https://openalex.org/W3213196529","https://openalex.org/W4200277888","https://openalex.org/W4281962638","https://openalex.org/W4283770853","https://openalex.org/W4283836709","https://openalex.org/W4293577719","https://openalex.org/W4294366853","https://openalex.org/W4297991949","https://openalex.org/W4311988354","https://openalex.org/W4315864241","https://openalex.org/W4385422589","https://openalex.org/W4390168321","https://openalex.org/W4390873752","https://openalex.org/W4390874447","https://openalex.org/W4390999417","https://openalex.org/W4391300556","https://openalex.org/W4391512973","https://openalex.org/W4394010703","https://openalex.org/W4408784165"],"related_works":["https://openalex.org/W4404190301","https://openalex.org/W4286208835","https://openalex.org/W4281962638","https://openalex.org/W4389264715","https://openalex.org/W4412793229","https://openalex.org/W4403482819","https://openalex.org/W4414182533","https://openalex.org/W7162784015","https://openalex.org/W4315864241","https://openalex.org/W7120028397"],"abstract_inverted_index":{"Fusarium":[0,7],"head":[1],"blight":[2],"(FHB),":[3],"caused":[4],"by":[5,215],"the":[6,25,34,55,78,88,97,114,138,145,183],"species":[8],"complex,":[9],"significantly":[10],"endangers":[11],"wheat":[12,170],"yield":[13],"and":[14,17,37,50,80,108,132,153,168,179,219,232],"safety.":[15],"Accurate":[16],"timely":[18],"assessment":[19],"of":[20,40,57,83,177,189,227,236],"FHB":[21,58,84,193,246],"epidemic":[22,59,85,194,247],"level":[23,60,248],"in":[24,46,165,191],"field":[26],"is":[27],"crucial":[28],"for":[29,77,244],"effective":[30],"disease":[31],"management.":[32],"However,":[33],"complex":[35,154],"environment":[36],"indistinct":[38],"edges":[39],"diseased":[41,51,169],"areas":[42],"present":[43],"substantial":[44,159],"challenges":[45],"distinguishing":[47],"between":[48],"healthy":[49,167],"ears,":[52,171],"thereby":[53],"impacting":[54],"accuracy":[56,188],"detection.":[61,249],"This":[62,142],"study":[63],"proposes":[64],"EBS-YOLO,":[65],"a":[66,186,224,233],"novel":[67],"Edge-Optimized":[68],"Bidirectional":[69],"Spatial":[70,123],"Feature":[71,117],"Augmentation":[72],"YOLO":[73],"Network,":[74],"specifically":[75],"designed":[76],"rapid":[79],"precise":[81],"determination":[82],"levels":[86,195],"at":[87],"canopy":[89],"level.":[90],"The":[91],"Focal-Edge":[92],"Selection":[93],"Module":[94],"(FSM)":[95],"within":[96],"backbone":[98],"replaces":[99],"original":[100],"C2f":[101],"module":[102],"to":[103,147],"enhance":[104],"edge":[105],"feature":[106,111,134,139],"representation":[107],"facilitate":[109],"multi-scale":[110],"extraction.":[112],"Furthermore,":[113],"Dual":[115],"Spatial-Connection":[116],"Pyramid":[118],"Network":[119],"(DSCFPN),":[120],"integrating":[121],"Global-to-Local":[122],"Aggregation":[124],"(GLSA)":[125],"with":[126],"bidirectional":[127],"pyramid":[128],"interaction,":[129],"balances":[130],"global":[131],"local":[133],"acquisition":[135],"while":[136],"optimizing":[137],"fusion":[140],"mechanism.":[141],"design":[143],"enables":[144],"model":[146,184,234],"effectively":[148],"handle":[149],"occlusions,":[150],"scale":[151],"variations,":[152],"environments.":[155],"Experimental":[156],"results":[157],"demonstrate":[158],"improvements":[160],"over":[161],"eight":[162],"comparative":[163],"models":[164],"detecting":[166,192],"achieving":[172],"mean":[173,187],"Average":[174],"Precision":[175],"(mAP)":[176],"86.1%":[178],"82.9%,":[180],"respectively.":[181],"Notably,":[182],"achieved":[185],"94.7%":[190],"through":[196],"rigorous":[197],"spatiotemporal":[198],"validation":[199],"using":[200],"datasets":[201],"collected":[202],"from":[203],"independent":[204],"fields":[205],"across":[206],"different":[207],"years,":[208],"underscoring":[209],"its":[210,216],"robust":[211],"generalization":[212],"capability.":[213],"Characterized":[214],"low":[217],"complexity":[218],"lightweight":[220],"design,":[221],"EBS-YOLO":[222],"features":[223],"parameter":[225],"count":[226],"2.05":[228],"M,":[229],"7.4":[230],"GFLOPs,":[231],"size":[235],"5.0":[237],"MB,":[238],"making":[239],"it":[240],"an":[241],"efficient":[242],"approach":[243],"real-time":[245]},"counts_by_year":[{"year":2026,"cited_by_count":5}],"updated_date":"2026-11-13T13:42:25.865203","created_date":"2025-10-24T00:00:00"}
