{"id":"https://openalex.org/W4383375554","doi":"https://doi.org/10.3390/plants12132559","title":"High-Precision Tomato Disease Detection Using NanoSegmenter Based on Transformer and Lightweighting","display_name":"High-Precision Tomato Disease Detection Using NanoSegmenter Based on Transformer and Lightweighting","publication_year":2023,"publication_date":"2023-07-05","ids":{"openalex":"https://openalex.org/W4383375554","doi":"https://doi.org/10.3390/plants12132559","pmid":"https://pubmed.ncbi.nlm.nih.gov/37447120","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/10346429"},"language":"en","primary_location":{"id":"doi:10.3390/plants12132559","doi":"https://doi.org/10.3390/plants12132559","is_oa":true,"landing_page_url":"https://doi.org/10.3390/plants12132559","pdf_url":"https://www.mdpi.com/2223-7747/12/13/2559/pdf?version=1688703311","source":{"id":"https://openalex.org/S4210230202","display_name":"Plants","issn_l":"2223-7747","issn":["2223-7747"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Plants","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2223-7747/12/13/2559/pdf?version=1688703311","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100405027","display_name":"Yufei Liu","orcid":"https://orcid.org/0000-0001-7027-8911","observed_orcids":["https://orcid.org/0000-0001-7027-8911","https://orcid.org/0009-0007-4606-0868","https://orcid.org/0009-0004-2154-0142"]},"institutions":[{"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":"Yufei Liu","raw_affiliation_strings":["College of Information and Electrical Engineering, China Agricultural University, Beijing 100083, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing 100083, China","institution_ids":["https://openalex.org/I52158045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049189767","display_name":"Yihong Song","orcid":"https://orcid.org/0009-0008-0127-0228","observed_orcids":["https://orcid.org/0009-0008-0127-0228"]},"institutions":[{"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":"Yihong Song","raw_affiliation_strings":["College of Plant Protection, China Agricultural University, Beijing 100083, China"],"raw_orcid":"https://orcid.org/0009-0008-0127-0228","affiliations":[{"raw_affiliation_string":"College of Plant Protection, China Agricultural University, Beijing 100083, China","institution_ids":["https://openalex.org/I52158045"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ran Ye","orcid":null,"observed_orcids":[]},"institutions":[{"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":"Ran Ye","raw_affiliation_strings":["College of Economics and Management, China Agricultural University, Beijing 100083, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Economics and Management, China Agricultural University, Beijing 100083, China","institution_ids":["https://openalex.org/I52158045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114204864","display_name":"Siqi Zhu","orcid":null,"observed_orcids":[]},"institutions":[{"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":"Siqi Zhu","raw_affiliation_strings":["College of Plant Protection, China Agricultural University, Beijing 100083, China","International College Beijing, China Agricultural University, Beijing 100083, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Plant Protection, China Agricultural University, Beijing 100083, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"International College Beijing, China Agricultural University, Beijing 100083, China","institution_ids":["https://openalex.org/I52158045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106976513","display_name":"Yi\u2010Wen Huang","orcid":"https://orcid.org/0000-0002-5196-7030","observed_orcids":["https://orcid.org/0000-0002-5196-7030"]},"institutions":[{"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":"Yiwen Huang","raw_affiliation_strings":["College of Plant Protection, China Agricultural University, Beijing 100083, China","International College Beijing, China Agricultural University, Beijing 100083, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Plant Protection, China Agricultural University, Beijing 100083, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"International College Beijing, China Agricultural University, Beijing 100083, China","institution_ids":["https://openalex.org/I52158045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109767738","display_name":"Tailai Chen","orcid":"https://orcid.org/0009-0001-3039-2338","observed_orcids":["https://orcid.org/0009-0001-3039-2338"]},"institutions":[{"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":"Tailai Chen","raw_affiliation_strings":["College of Information and Electrical Engineering, China Agricultural University, Beijing 100083, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing 100083, China","institution_ids":["https://openalex.org/I52158045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103058572","display_name":"Junyu Zhou","orcid":"https://orcid.org/0009-0006-4176-9088","observed_orcids":["https://orcid.org/0009-0006-4176-9088"]},"institutions":[{"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":"Junyu Zhou","raw_affiliation_strings":["College of Plant Protection, China Agricultural University, Beijing 100083, China","International College Beijing, China Agricultural University, Beijing 100083, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Plant Protection, China Agricultural University, Beijing 100083, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"International College Beijing, China Agricultural University, Beijing 100083, China","institution_ids":["https://openalex.org/I52158045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100676616","display_name":"Jiapeng Li","orcid":"https://orcid.org/0000-0003-2994-3865","observed_orcids":["https://orcid.org/0000-0003-2994-3865"]},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiapeng Li","raw_affiliation_strings":["School of Computer Science and Engineering, Beihang University, Beijing 100191, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045266227","display_name":"Manzhou Li","orcid":"https://orcid.org/0000-0001-9349-545X","observed_orcids":["https://orcid.org/0000-0001-9349-545X"]},"institutions":[{"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":"Manzhou Li","raw_affiliation_strings":["College of Plant Protection, China Agricultural University, Beijing 100083, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Plant Protection, China Agricultural University, Beijing 100083, China","institution_ids":["https://openalex.org/I52158045"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077602137","display_name":"Chunli Lv","orcid":"https://orcid.org/0000-0002-2005-6488","observed_orcids":["https://orcid.org/0000-0002-2005-6488"]},"institutions":[{"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":true,"raw_author_name":"Chunli Lv","raw_affiliation_strings":["College of Information and Electrical Engineering, China Agricultural University, Beijing 100083, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing 100083, China","institution_ids":["https://openalex.org/I52158045"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5077602137"],"corresponding_institution_ids":["https://openalex.org/I52158045"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2669},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2669},"fwci":4.3995,"has_fulltext":true,"cited_by_count":28,"citation_normalized_percentile":{"value":0.95064687,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"12","issue":"13","first_page":"2559","last_page":"2559"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9990000128746033,"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":0.9990000128746033,"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":0.0010999999940395355,"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":0.0,"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/tomato-disease-detection","display_name":"tomato disease detection","score":0.984000027179718},{"id":"https://openalex.org/keywords/plant-disease-segmentation","display_name":"plant disease segmentation","score":0.6869999766349792},{"id":"https://openalex.org/keywords/transformer-based-segmentation","display_name":"transformer-based segmentation","score":0.7870000004768372},{"id":"https://openalex.org/keywords/lightweight-models","display_name":"lightweight models","score":0.5879999995231628},{"id":"https://openalex.org/keywords/quantization","display_name":"quantization","score":0.7739999890327454},{"id":"https://openalex.org/keywords/sparse-attention","display_name":"sparse attention","score":0.9279999732971191},{"id":"https://openalex.org/keywords/agricultural-image-analysis","display_name":"agricultural image analysis","score":0.5299999713897705}],"concepts":[{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.7748889923095703},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6770935654640198},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5854335427284241},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5459007024765015},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.5080504417419434},{"id":"https://openalex.org/C120217122","wikidata":"https://www.wikidata.org/wiki/Q740083","display_name":"Precision agriculture","level":3,"score":0.49794650077819824},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49782609939575195},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4244760572910309},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.3238145112991333},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.165296733379364},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.16528499126434326},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.11386409401893616},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/plants12132559","doi":"https://doi.org/10.3390/plants12132559","is_oa":true,"landing_page_url":"https://doi.org/10.3390/plants12132559","pdf_url":"https://www.mdpi.com/2223-7747/12/13/2559/pdf?version=1688703311","source":{"id":"https://openalex.org/S4210230202","display_name":"Plants","issn_l":"2223-7747","issn":["2223-7747"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Plants","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10346429","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10346429","pdf_url":null,"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Plants (Basel)","raw_type":"Text"},{"id":"pmid:37447120","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37447120","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":"Plants (Basel, Switzerland)","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:e6808189a0ef4243a9cf730e6ae6303a","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/e6808189a0ef4243a9cf730e6ae6303a","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":"Plants, Vol 12, Iss 13, p 2559 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/plants12132559","doi":"https://doi.org/10.3390/plants12132559","is_oa":true,"landing_page_url":"https://doi.org/10.3390/plants12132559","pdf_url":"https://www.mdpi.com/2223-7747/12/13/2559/pdf?version=1688703311","source":{"id":"https://openalex.org/S4210230202","display_name":"Plants","issn_l":"2223-7747","issn":["2223-7747"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Plants","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.991100013256073,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G2520325179","display_name":null,"funder_award_id":"61202479","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4383375554.pdf","grobid_xml":"https://content.openalex.org/works/W4383375554.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1602896029","https://openalex.org/W1903029394","https://openalex.org/W1910657905","https://openalex.org/W2052994557","https://openalex.org/W2118978333","https://openalex.org/W2560023338","https://openalex.org/W2884436604","https://openalex.org/W2964309882","https://openalex.org/W3204416852","https://openalex.org/W3206564308","https://openalex.org/W3217640321","https://openalex.org/W4221137464","https://openalex.org/W4281550095","https://openalex.org/W4281759326","https://openalex.org/W4283213831","https://openalex.org/W4304165638","https://openalex.org/W4313449183","https://openalex.org/W4313518606","https://openalex.org/W4317513060","https://openalex.org/W4319083839","https://openalex.org/W4319316802","https://openalex.org/W4319963442","https://openalex.org/W4327953249","https://openalex.org/W4361222489","https://openalex.org/W4372183643","https://openalex.org/W4378448289"],"related_works":["https://openalex.org/W4390362864","https://openalex.org/W4401248058","https://openalex.org/W4399584079","https://openalex.org/W4414464401","https://openalex.org/W4407045983","https://openalex.org/W4404227774","https://openalex.org/W7128375063","https://openalex.org/W4213390351","https://openalex.org/W4399020657","https://openalex.org/W4399486464"],"abstract_inverted_index":{"With":[0],"the":[1,14,31,67,77,90,103,125],"rapid":[2],"development":[3],"of":[4,16,34,39,102,113,117,122,132,146],"artificial":[5],"intelligence":[6],"and":[7,46,61,82,93,119,149,152],"deep":[8],"learning":[9],"technologies,":[10,74],"their":[11],"applications":[12],"in":[13,19,105],"field":[15],"agriculture,":[17],"particularly":[18],"plant":[20],"disease":[21,55,107],"detection,":[22],"have":[23],"become":[24],"increasingly":[25],"extensive.":[26],"This":[27],"study":[28,138],"focuses":[29],"on":[30,66],"high-precision":[32,144],"detection":[33,108,145],"tomato":[35,54,106,147],"diseases,":[36],"which":[37],"is":[38],"paramount":[40],"importance":[41],"for":[42,143,154],"agricultural":[43],"economic":[44],"benefits":[45],"food":[47],"safety.":[48],"To":[49],"achieve":[50],"this":[51,137],"aim,":[52],"a":[53,62,111,115],"image":[56],"dataset":[57],"was":[58,70],"first":[59],"constructed,":[60],"NanoSegmenter":[63],"model":[64,104],"based":[65],"Transformer":[68],"structure":[69],"proposed.":[71],"Additionally,":[72],"lightweight":[73],"such":[75],"as":[76],"inverted":[78],"bottleneck":[79],"technique,":[80],"quantization,":[81],"sparse":[83],"attention":[84],"mechanism,":[85],"were":[86],"introduced":[87],"to":[88],"optimize":[89],"model's":[91],"performance":[92,101],"computational":[94,126],"efficiency.":[95],"The":[96],"experimental":[97],"results":[98],"demonstrated":[99],"excellent":[100],"tasks,":[109],"achieving":[110],"precision":[112],"0.98,":[114],"recall":[116],"0.97,":[118],"an":[120,129,140],"mIoU":[121],"0.95,":[123],"while":[124],"efficiency":[127],"reached":[128],"inference":[130],"speed":[131],"37":[133],"FPS.":[134],"In":[135],"summary,":[136],"provides":[139],"effective":[141],"solution":[142],"diseases":[148],"offers":[150],"insights":[151],"references":[153],"future":[155],"research.":[156]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":9}],"updated_date":"2026-10-29T09:56:32.521200","created_date":"2023-07-07T00:00:00"}
