{"id":"https://openalex.org/W4391093607","doi":"https://doi.org/10.1109/iciscae59047.2023.10392483","title":"Mushroom Image Classification and Recognition Based on Improved Swin Transformer","display_name":"Mushroom Image Classification and Recognition Based on Improved Swin Transformer","publication_year":2023,"publication_date":"2023-09-23","ids":{"openalex":"https://openalex.org/W4391093607","doi":"https://doi.org/10.1109/iciscae59047.2023.10392483"},"language":"en","primary_location":{"id":"doi:10.1109/iciscae59047.2023.10392483","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iciscae59047.2023.10392483","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 6th International Conference on Information Systems and Computer Aided Education (ICISCAE)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059190796","display_name":"Kexin Zhao","orcid":"https://orcid.org/0000-0002-1931-8989"},"institutions":[{"id":"https://openalex.org/I4210151987","display_name":"Ministry of Agriculture and Rural Affairs","ror":"https://ror.org/05ckt8b96","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210151987"]},{"id":"https://openalex.org/I52158045","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14","country_code":"CN","type":"education","lineage":["https://openalex.org/I52158045"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kexin Zhao","raw_affiliation_strings":["National Innovation Center for Digital Fishery,Beijing,China,100083","College of Information and Electrical Engineering, China Agricultural University, Beijing, China","Key Laboratory of Smart Farming Technologies for Aquatic Animal and Livestock, Ministry of Agriculture and Rural Affairs, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Innovation Center for Digital Fishery,Beijing,China,100083","institution_ids":[]},{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"Key Laboratory of Smart Farming Technologies for Aquatic Animal and Livestock, Ministry of Agriculture and Rural Affairs, Beijing, China","institution_ids":["https://openalex.org/I4210151987"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102607445","display_name":"Yukang Huo","orcid":"https://orcid.org/0009-0001-9569-7028"},"institutions":[{"id":"https://openalex.org/I4210151987","display_name":"Ministry of Agriculture and Rural Affairs","ror":"https://ror.org/05ckt8b96","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210151987"]},{"id":"https://openalex.org/I52158045","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14","country_code":"CN","type":"education","lineage":["https://openalex.org/I52158045"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yukang Huo","raw_affiliation_strings":["National Innovation Center for Digital Fishery,Beijing,China,100083","College of Information and Electrical Engineering, China Agricultural University, Beijing, China","Key Laboratory of Smart Farming Technologies for Aquatic Animal and Livestock, Ministry of Agriculture and Rural Affairs, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Innovation Center for Digital Fishery,Beijing,China,100083","institution_ids":[]},{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"Key Laboratory of Smart Farming Technologies for Aquatic Animal and Livestock, Ministry of Agriculture and Rural Affairs, Beijing, China","institution_ids":["https://openalex.org/I4210151987"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100638720","display_name":"Xue Lin","orcid":"https://orcid.org/0000-0002-3339-4881"},"institutions":[{"id":"https://openalex.org/I114234892","display_name":"Beijing Union University","ror":"https://ror.org/01hg31662","country_code":"CN","type":"education","lineage":["https://openalex.org/I114234892"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Xue","raw_affiliation_strings":["Beijing Union University,Smart City College,Beijing,China,100101"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Union University,Smart City College,Beijing,China,100101","institution_ids":["https://openalex.org/I114234892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102607446","display_name":"Mingyuan Yao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210151987","display_name":"Ministry of Agriculture and Rural Affairs","ror":"https://ror.org/05ckt8b96","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210151987"]},{"id":"https://openalex.org/I52158045","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14","country_code":"CN","type":"education","lineage":["https://openalex.org/I52158045"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingyuan Yao","raw_affiliation_strings":["National Innovation Center for Digital Fishery,Beijing,China,100083","College of Information and Electrical Engineering, China Agricultural University, Beijing, China","Key Laboratory of Smart Farming Technologies for Aquatic Animal and Livestock, Ministry of Agriculture and Rural Affairs, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Innovation Center for Digital Fishery,Beijing,China,100083","institution_ids":[]},{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"Key Laboratory of Smart Farming Technologies for Aquatic Animal and Livestock, Ministry of Agriculture and Rural Affairs, Beijing, China","institution_ids":["https://openalex.org/I4210151987"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113394319","display_name":"Qingbin Tian","orcid":null},"institutions":[{"id":"https://openalex.org/I4210151987","display_name":"Ministry of Agriculture and Rural Affairs","ror":"https://ror.org/05ckt8b96","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210151987"]},{"id":"https://openalex.org/I52158045","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14","country_code":"CN","type":"education","lineage":["https://openalex.org/I52158045"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingbin Tian","raw_affiliation_strings":["National Innovation Center for Digital Fishery,Beijing,China,100083","College of Information and Electrical Engineering, China Agricultural University, Beijing, China","Key Laboratory of Smart Farming Technologies for Aquatic Animal and Livestock, Ministry of Agriculture and Rural Affairs, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Innovation Center for Digital Fishery,Beijing,China,100083","institution_ids":[]},{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"Key Laboratory of Smart Farming Technologies for Aquatic Animal and Livestock, Ministry of Agriculture and Rural Affairs, Beijing, China","institution_ids":["https://openalex.org/I4210151987"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100717474","display_name":"Haihua Wang","orcid":"https://orcid.org/0000-0002-0405-5100"},"institutions":[{"id":"https://openalex.org/I4210151987","display_name":"Ministry of Agriculture and Rural Affairs","ror":"https://ror.org/05ckt8b96","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210151987"]},{"id":"https://openalex.org/I4210156423","display_name":"National Engineering Research Center for Information Technology in Agriculture","ror":"https://ror.org/04c3j3t84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210156423"]},{"id":"https://openalex.org/I52158045","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14","country_code":"CN","type":"education","lineage":["https://openalex.org/I52158045"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haihua Wang","raw_affiliation_strings":["National Innovation Center for Digital Fishery,Beijing,China,100083","Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, Beijing, China","Key Laboratory of Smart Farming Technologies for Aquatic Animal and Livestock, Ministry of Agriculture and Rural Affairs, Beijing, China","College of Information and Electrical Engineering, China Agricultural University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Innovation Center for Digital Fishery,Beijing,China,100083","institution_ids":[]},{"raw_affiliation_string":"Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, Beijing, China","institution_ids":["https://openalex.org/I4210156423"]},{"raw_affiliation_string":"Key Laboratory of Smart Farming Technologies for Aquatic Animal and Livestock, Ministry of Agriculture and Rural Affairs, Beijing, China","institution_ids":["https://openalex.org/I4210151987"]},{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4147,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.56916701,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"225","last_page":"231"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.984000027179718,"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":0.984000027179718,"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/T10616","display_name":"Smart Agriculture and AI","score":0.9781000018119812,"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/T11386","display_name":"Bee Products Chemical Analysis","score":0.9692000150680542,"subfield":{"id":"https://openalex.org/subfields/1109","display_name":"Insect 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/transformer","display_name":"Transformer","score":0.6886275410652161},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5583599209785461},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5179694890975952},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.49987173080444336},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3045837879180908},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.09200194478034973},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.08970761299133301}],"concepts":[{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.6886275410652161},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5583599209785461},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5179694890975952},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.49987173080444336},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3045837879180908},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.09200194478034973},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.08970761299133301}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iciscae59047.2023.10392483","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iciscae59047.2023.10392483","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 6th International Conference on Information Systems and Computer Aided Education (ICISCAE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.4300000071525574}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2778352504","https://openalex.org/W2797779281","https://openalex.org/W2901841718","https://openalex.org/W2957763248","https://openalex.org/W2986507109","https://openalex.org/W2992720792","https://openalex.org/W3020925629","https://openalex.org/W3088162569","https://openalex.org/W3105087942","https://openalex.org/W3112988778","https://openalex.org/W3125697645","https://openalex.org/W3138516171","https://openalex.org/W4205395090","https://openalex.org/W4205682476"],"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/W2033914206","https://openalex.org/W2042327336","https://openalex.org/W2365799114"],"abstract_inverted_index":{"Classification":[0],"of":[1,10,23,48,100,128,141],"mushrooms":[2,24],"are":[3],"essential":[4],"for":[5],"preventing":[6],"even":[7],"life-threatening":[8],"consequences":[9],"accidentally":[11],"eating":[12],"wild":[13],"mushrooms.":[14],"In":[15,58,123],"this":[16],"study,":[17],"a":[18],"dataset":[19],"including":[20],"114":[21],"varieties":[22],"is":[25,38,61,76,107,110,130,136],"collected":[26],"and":[27,112,118,132],"built.":[28],"Next,":[29],"the":[30,45,49,64,69,81,89,97,101,116,125,133,142,149],"Swin":[31,51,66,83,104,119,144],"Transformer":[32,52,67,84,105,120],"model":[33],"with":[34,53,63,85],"robust":[35],"classification":[36,46,91,98,126],"characteristics":[37],"improved":[39,50,65,82,103,143],"to":[40],"classif":[41],"mushroom":[42],"images.":[43],"Also,":[44],"accuracy":[47,99,127],"different":[54],"parameters":[55],"was":[56],"compared.":[57],"addition,":[59,124],"ResNet50":[60,117],"compared":[62],"under":[68],"optimal":[70,102],"parameters.":[71],"The":[72],"model's":[73],"training":[74,134,150],"speed":[75],"further":[77],"enhanced":[78],"by":[79],"integrating":[80],"ResNet50,":[86],"thereby":[87],"proposing":[88],"Swin_ResNet":[90,129],"algorithm.":[92],"Experimental":[93],"results":[94],"show":[95],"that":[96,140],"algorithm":[106],"87.66%,":[108],"which":[109],"14.86%":[111],"7.64%":[113],"higher":[114],"than":[115,139],"models,":[121],"respectively.":[122],"85.31%,":[131],"time":[135],"86.57%":[137],"shorter":[138],"Transformer.":[145],"This":[146],"greatly":[147],"improves":[148],"efficiency.":[151]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}