{"id":"https://openalex.org/W2948735423","doi":"https://doi.org/10.3390/sym11060759","title":"End-to-End Multimodal 16-Day Hatching Eggs Classification","display_name":"End-to-End Multimodal 16-Day Hatching Eggs Classification","publication_year":2019,"publication_date":"2019-06-04","ids":{"openalex":"https://openalex.org/W2948735423","doi":"https://doi.org/10.3390/sym11060759","mag":"2948735423"},"language":"en","primary_location":{"id":"doi:10.3390/sym11060759","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym11060759","pdf_url":"https://www.mdpi.com/2073-8994/11/6/759/pdf?version=1560743767","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"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":"Symmetry","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-8994/11/6/759/pdf?version=1560743767","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101754023","display_name":"Lei Geng","orcid":"https://orcid.org/0000-0002-5010-2596"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]},{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Geng","raw_affiliation_strings":["School of Electronics and Information Engineering, Tianjin Polytechnic University, Tianjin 300387, China","Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin 300387, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Tianjin Polytechnic University, Tianjin 300387, China","institution_ids":["https://openalex.org/I198091727"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin 300387, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114429904","display_name":"Zhen Peng","orcid":"https://orcid.org/0000-0002-5144-6331"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]},{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Peng","raw_affiliation_strings":["School of Electronics and Information Engineering, Tianjin Polytechnic University, Tianjin 300387, China","Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin 300387, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Tianjin Polytechnic University, Tianjin 300387, China","institution_ids":["https://openalex.org/I198091727"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin 300387, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101458219","display_name":"Zhitao Xiao","orcid":null},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]},{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhitao Xiao","raw_affiliation_strings":["School of Electronics and Information Engineering, Tianjin Polytechnic University, Tianjin 300387, China","Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin 300387, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Tianjin Polytechnic University, Tianjin 300387, China","institution_ids":["https://openalex.org/I198091727"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin 300387, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059212645","display_name":"Jiangtao Xi","orcid":"https://orcid.org/0000-0002-5550-1975"},"institutions":[{"id":"https://openalex.org/I204824540","display_name":"University of Wollongong","ror":"https://ror.org/00jtmb277","country_code":"AU","type":"education","lineage":["https://openalex.org/I204824540"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jiangtao Xi","raw_affiliation_strings":["School of Electrical, Computer and Telecommunications Engineering, University of Wollongong, Wollongong NSW2522, Australia"],"affiliations":[{"raw_affiliation_string":"School of Electrical, Computer and Telecommunications Engineering, University of Wollongong, Wollongong NSW2522, Australia","institution_ids":["https://openalex.org/I204824540"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101458219"],"corresponding_institution_ids":["https://openalex.org/I162868743","https://openalex.org/I198091727"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":0.0,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.04969903,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"11","issue":"6","first_page":"759","last_page":"759"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9919999837875366,"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/T10333","display_name":"Meat and Animal Product Quality","score":0.9909999966621399,"subfield":{"id":"https://openalex.org/subfields/1103","display_name":"Animal Science and Zoology"},"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/hatching","display_name":"Hatching","score":0.8530755043029785},{"id":"https://openalex.org/keywords/heartbeat","display_name":"Heartbeat","score":0.763877272605896},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6738847494125366},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6508529186248779},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5858031511306763},{"id":"https://openalex.org/keywords/end-to-end-principle","display_name":"End-to-end principle","score":0.5660250782966614},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5270448327064514},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4977171719074249},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.47760316729545593},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4660058617591858},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.1563863754272461},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.10969558358192444}],"concepts":[{"id":"https://openalex.org/C2777744765","wikidata":"https://www.wikidata.org/wiki/Q2734755","display_name":"Hatching","level":2,"score":0.8530755043029785},{"id":"https://openalex.org/C13852961","wikidata":"https://www.wikidata.org/wiki/Q17021880","display_name":"Heartbeat","level":2,"score":0.763877272605896},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6738847494125366},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6508529186248779},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5858031511306763},{"id":"https://openalex.org/C74296488","wikidata":"https://www.wikidata.org/wiki/Q2527392","display_name":"End-to-end principle","level":2,"score":0.5660250782966614},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5270448327064514},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4977171719074249},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.47760316729545593},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4660058617591858},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.1563863754272461},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.10969558358192444},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/sym11060759","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym11060759","pdf_url":"https://www.mdpi.com/2073-8994/11/6/759/pdf?version=1560743767","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"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":"Symmetry","raw_type":"journal-article"},{"id":"pmh:oai:ro.uow.edu.au:eispapers1-3935","is_oa":false,"landing_page_url":"https://ro.uow.edu.au/eispapers1/2924","pdf_url":null,"source":{"id":"https://openalex.org/S4306400510","display_name":"Research Online (University of Wollongong)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I204824540","host_organization_name":"University of Wollongong","host_organization_lineage":["https://openalex.org/I204824540"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty of Engineering and Information Sciences - Papers: Part B","raw_type":"article"},{"id":"pmh:oai:doaj.org/article:1261c8695dda41a9b5c66b28f5b5020d","is_oa":true,"landing_page_url":"https://doaj.org/article/1261c8695dda41a9b5c66b28f5b5020d","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Symmetry, Vol 11, Iss 6, p 759 (2019)","raw_type":"article"},{"id":"pmh:oai:figshare.com:article/27765705","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:mdpi.com:/2073-8994/11/6/759/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/sym11060759","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Symmetry","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/sym11060759","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym11060759","pdf_url":"https://www.mdpi.com/2073-8994/11/6/759/pdf?version=1560743767","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"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":"Symmetry","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5681794700","display_name":null,"funder_award_id":"No.61771340","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/W2948735423.pdf","grobid_xml":"https://content.openalex.org/works/W2948735423.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W950853366","https://openalex.org/W1990570925","https://openalex.org/W1999286072","https://openalex.org/W2064675550","https://openalex.org/W2083872334","https://openalex.org/W2097117768","https://openalex.org/W2103271404","https://openalex.org/W2117539524","https://openalex.org/W2135625908","https://openalex.org/W2143612262","https://openalex.org/W2146502635","https://openalex.org/W2172140247","https://openalex.org/W2194775991","https://openalex.org/W2510642588","https://openalex.org/W2523246573","https://openalex.org/W2551393996","https://openalex.org/W2618530766","https://openalex.org/W2745436507","https://openalex.org/W2754051771","https://openalex.org/W2767898453","https://openalex.org/W2931924300","https://openalex.org/W2942629287","https://openalex.org/W2964199361","https://openalex.org/W6681435938"],"related_works":["https://openalex.org/W2354073583","https://openalex.org/W4385543909","https://openalex.org/W3039320222","https://openalex.org/W3199640442","https://openalex.org/W4382238559","https://openalex.org/W1898280036","https://openalex.org/W2315807364","https://openalex.org/W2392259391","https://openalex.org/W2383296882","https://openalex.org/W2349334605"],"abstract_inverted_index":{"Sixteen-day":[0],"hatching":[1,60,68,137,177],"eggs":[2,61,69],"are":[3,22,95,106],"divided":[4],"into":[5],"fertile":[6],"eggs,":[7,9],"waste":[8],"and":[10,66,101,120,132],"recovered":[11],"eggs.":[12,138],"Because":[13],"different":[14,82],"categories":[15],"may":[16],"have":[17],"the":[18,54,59,87,116,122,130,134,152,171,175],"same":[19],"characteristics,":[20],"they":[21],"difficult":[23],"to":[24,62,73,85,97,108,128],"classify.":[25],"Few":[26],"existing":[27],"algorithms":[28],"can":[29],"successfully":[30,173],"solve":[31],"this":[32,35],"problem.":[33,180],"To":[34],"end,":[36],"we":[37,52,79,114],"propose":[38],"an":[39],"end-to-end":[40,154],"deep":[41,156],"learning":[42,157],"network":[43,83,127,158],"structure":[44,159],"that":[45,151],"uses":[46],"multiple":[47],"forms":[48],"of":[49,58,90,136],"signals.":[50],"First,":[51],"collect":[53],"photoplethysmography":[55],"(PPG)":[56],"signal":[57],"obtain":[63,74],"heartbeat":[64,99],"information":[65],"photograph":[67],"with":[70,144],"a":[71,166],"camera":[72],"blood":[75,110],"vessel":[76,111],"pictures.":[77,112],"Second,":[78],"use":[80,121],"two":[81,88,117],"structures":[84],"process":[86,98,109],"kinds":[89],"signals:":[91],"Temporal":[92],"convolutional":[93,102],"networks":[94,104],"used":[96,107],"information,":[100],"neural":[103],"(CNNs)":[105],"Then,":[113],"combine":[115],"feature":[118],"maps":[119],"long":[123],"short-term":[124],"memory":[125],"(LSTM)":[126],"model":[129],"context":[131],"recognize":[133],"type":[135],"The":[139,147],"system":[140],"is":[141,160],"then":[142],"trained":[143],"our":[145],"dataset.":[146],"experimental":[148],"results":[149],"demonstrate":[150],"proposed":[153],"multimodal":[155],"significantly":[161],"more":[162],"accurate":[163],"than":[164],"using":[165],"single":[167],"modal":[168],"network.":[169],"Additionally,":[170],"method":[172],"solves":[174],"16-day":[176],"egg":[178],"classification":[179]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
