{"id":"https://openalex.org/W4386362708","doi":"https://doi.org/10.1109/isbi53787.2023.10230468","title":"Multimodal Representation Learning for Blastocyst Assessment","display_name":"Multimodal Representation Learning for Blastocyst Assessment","publication_year":2023,"publication_date":"2023-04-18","ids":{"openalex":"https://openalex.org/W4386362708","doi":"https://doi.org/10.1109/isbi53787.2023.10230468"},"language":"en","primary_location":{"id":"doi:10.1109/isbi53787.2023.10230468","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi53787.2023.10230468","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5101775798","display_name":"Youcheng Wang","orcid":"https://orcid.org/0000-0001-8199-0373"},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youcheng Wang","raw_affiliation_strings":["ShanghaiTech University,Center for Adaptive System Engineering, School of Creativity and Art,Shanghai,China","Center for Adaptive System Engineering, School of Creativity and Art, ShanghaiTech University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ShanghaiTech University,Center for Adaptive System Engineering, School of Creativity and Art,Shanghai,China","institution_ids":["https://openalex.org/I30809798"]},{"raw_affiliation_string":"Center for Adaptive System Engineering, School of Creativity and Art, ShanghaiTech University, Shanghai, China","institution_ids":["https://openalex.org/I30809798"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101676901","display_name":"Zhe Zheng","orcid":"https://orcid.org/0000-0002-2061-0645"},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Zheng","raw_affiliation_strings":["ShanghaiTech University,Center for Adaptive System Engineering, School of Creativity and Art,Shanghai,China","Center for Adaptive System Engineering, School of Creativity and Art, ShanghaiTech University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ShanghaiTech University,Center for Adaptive System Engineering, School of Creativity and Art,Shanghai,China","institution_ids":["https://openalex.org/I30809798"]},{"raw_affiliation_string":"Center for Adaptive System Engineering, School of Creativity and Art, ShanghaiTech University, Shanghai, China","institution_ids":["https://openalex.org/I30809798"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018070246","display_name":"Na Ni","orcid":"https://orcid.org/0009-0009-9921-1118"},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Na Ni","raw_affiliation_strings":["ShanghaiTech University,Center for Adaptive System Engineering, School of Creativity and Art,Shanghai,China","Center for Adaptive System Engineering, School of Creativity and Art, ShanghaiTech University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ShanghaiTech University,Center for Adaptive System Engineering, School of Creativity and Art,Shanghai,China","institution_ids":["https://openalex.org/I30809798"]},{"raw_affiliation_string":"Center for Adaptive System Engineering, School of Creativity and Art, ShanghaiTech University, Shanghai, China","institution_ids":["https://openalex.org/I30809798"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050309467","display_name":"Guoqing Tong","orcid":"https://orcid.org/0000-0001-9041-5530"},"institutions":[{"id":"https://openalex.org/I4210121771","display_name":"First Affiliated Hospital of Xi'an Jiaotong University","ror":"https://ror.org/02tbvhh96","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210121771"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoqing Tong","raw_affiliation_strings":["The First Affiliated Hospital of Xi’an Jiaotong University,Department of Reproductive Medicine,Xi’an,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The First Affiliated Hospital of Xi’an Jiaotong University,Department of Reproductive Medicine,Xi’an,China","institution_ids":["https://openalex.org/I4210121771"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101197024","display_name":"Nuo Cheng","orcid":"https://orcid.org/0000-0002-4748-4554"},"institutions":[{"id":"https://openalex.org/I4210098460","display_name":"Shanghai University of Traditional Chinese Medicine","ror":"https://ror.org/00z27jk27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210098460"]},{"id":"https://openalex.org/I4210149132","display_name":"Shuguang Hospital","ror":"https://ror.org/03n35e656","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210149132"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nuo Cheng","raw_affiliation_strings":["Shuguang Hospital,Reproductive Medicine Center,Shanghai,China","Reproductive Medicine Center, Shuguang Hospital, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shuguang Hospital,Reproductive Medicine Center,Shanghai,China","institution_ids":["https://openalex.org/I4210098460","https://openalex.org/I4210149132"]},{"raw_affiliation_string":"Reproductive Medicine Center, Shuguang Hospital, Shanghai, China","institution_ids":["https://openalex.org/I4210098460","https://openalex.org/I4210149132"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100399851","display_name":"Kai Li","orcid":"https://orcid.org/0000-0002-0810-2437"},"institutions":[{"id":"https://openalex.org/I4210098460","display_name":"Shanghai University of Traditional Chinese Medicine","ror":"https://ror.org/00z27jk27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210098460"]},{"id":"https://openalex.org/I4210149132","display_name":"Shuguang Hospital","ror":"https://ror.org/03n35e656","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210149132"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Li","raw_affiliation_strings":["Shuguang Hospital,Reproductive Medicine Center,Shanghai,China","Reproductive Medicine Center, Shuguang Hospital, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shuguang Hospital,Reproductive Medicine Center,Shanghai,China","institution_ids":["https://openalex.org/I4210098460","https://openalex.org/I4210149132"]},{"raw_affiliation_string":"Reproductive Medicine Center, Shuguang Hospital, Shanghai, China","institution_ids":["https://openalex.org/I4210098460","https://openalex.org/I4210149132"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036978179","display_name":"Ping Yin","orcid":"https://orcid.org/0000-0002-4150-7911"},"institutions":[{"id":"https://openalex.org/I4210098460","display_name":"Shanghai University of Traditional Chinese Medicine","ror":"https://ror.org/00z27jk27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210098460"]},{"id":"https://openalex.org/I4210149132","display_name":"Shuguang Hospital","ror":"https://ror.org/03n35e656","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210149132"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ping Yin","raw_affiliation_strings":["Shuguang Hospital,Reproductive Medicine Center,Shanghai,China","Reproductive Medicine Center, Shuguang Hospital, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shuguang Hospital,Reproductive Medicine Center,Shanghai,China","institution_ids":["https://openalex.org/I4210098460","https://openalex.org/I4210149132"]},{"raw_affiliation_string":"Reproductive Medicine Center, Shuguang Hospital, Shanghai, China","institution_ids":["https://openalex.org/I4210098460","https://openalex.org/I4210149132"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100437881","display_name":"Yuanyuan Chen","orcid":"https://orcid.org/0000-0002-9655-7828"},"institutions":[{"id":"https://openalex.org/I4210098460","display_name":"Shanghai University of Traditional Chinese Medicine","ror":"https://ror.org/00z27jk27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210098460"]},{"id":"https://openalex.org/I4210149132","display_name":"Shuguang Hospital","ror":"https://ror.org/03n35e656","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210149132"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanyuan Chen","raw_affiliation_strings":["Shuguang Hospital,Reproductive Medicine Center,Shanghai,China","Reproductive Medicine Center, Shuguang Hospital, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shuguang Hospital,Reproductive Medicine Center,Shanghai,China","institution_ids":["https://openalex.org/I4210098460","https://openalex.org/I4210149132"]},{"raw_affiliation_string":"Reproductive Medicine Center, Shuguang Hospital, Shanghai, China","institution_ids":["https://openalex.org/I4210098460","https://openalex.org/I4210149132"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111513090","display_name":"Yingna Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingna Wu","raw_affiliation_strings":["ShanghaiTech University,Center for Adaptive System Engineering, School of Creativity and Art,Shanghai,China","Center for Adaptive System Engineering, School of Creativity and Art, ShanghaiTech University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ShanghaiTech University,Center for Adaptive System Engineering, School of Creativity and Art,Shanghai,China","institution_ids":["https://openalex.org/I30809798"]},{"raw_affiliation_string":"Center for Adaptive System Engineering, School of Creativity and Art, ShanghaiTech University, Shanghai, China","institution_ids":["https://openalex.org/I30809798"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030357233","display_name":"Guangping Xie","orcid":null},"institutions":[{"id":"https://openalex.org/I30809798","display_name":"ShanghaiTech University","ror":"https://ror.org/030bhh786","country_code":"CN","type":"education","lineage":["https://openalex.org/I30809798"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangping Xie","raw_affiliation_strings":["ShanghaiTech University,Center for Adaptive System Engineering, School of Creativity and Art,Shanghai,China","Center for Adaptive System Engineering, School of Creativity and Art, ShanghaiTech University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ShanghaiTech University,Center for Adaptive System Engineering, School of Creativity and Art,Shanghai,China","institution_ids":["https://openalex.org/I30809798"]},{"raw_affiliation_string":"Center for Adaptive System Engineering, School of Creativity and Art, ShanghaiTech University, Shanghai, China","institution_ids":["https://openalex.org/I30809798"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10978","display_name":"Prenatal Screening and Diagnostics","score":0.9240999817848206,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10978","display_name":"Prenatal Screening and Diagnostics","score":0.9240999817848206,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12552","display_name":"Fetal and Pediatric Neurological Disorders","score":0.9215999841690063,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/blastocyst","display_name":"Blastocyst","score":0.7877442240715027},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.736445426940918},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6337131261825562},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5860477089881897},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5211994051933289},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5042375326156616},{"id":"https://openalex.org/keywords/in-vitro-fertilisation","display_name":"In vitro fertilisation","score":0.42761939764022827},{"id":"https://openalex.org/keywords/external-data-representation","display_name":"External Data Representation","score":0.42402249574661255},{"id":"https://openalex.org/keywords/grading","display_name":"Grading (engineering)","score":0.4191637635231018},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38315409421920776},{"id":"https://openalex.org/keywords/embryo","display_name":"Embryo","score":0.13155657052993774},{"id":"https://openalex.org/keywords/embryogenesis","display_name":"Embryogenesis","score":0.129896879196167},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.10114261507987976}],"concepts":[{"id":"https://openalex.org/C2778177303","wikidata":"https://www.wikidata.org/wiki/Q227717","display_name":"Blastocyst","level":4,"score":0.7877442240715027},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.736445426940918},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6337131261825562},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5860477089881897},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5211994051933289},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5042375326156616},{"id":"https://openalex.org/C512716672","wikidata":"https://www.wikidata.org/wiki/Q200117","display_name":"In vitro fertilisation","level":3,"score":0.42761939764022827},{"id":"https://openalex.org/C116409475","wikidata":"https://www.wikidata.org/wiki/Q1385056","display_name":"External Data Representation","level":2,"score":0.42402249574661255},{"id":"https://openalex.org/C2777286243","wikidata":"https://www.wikidata.org/wiki/Q5591926","display_name":"Grading (engineering)","level":2,"score":0.4191637635231018},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38315409421920776},{"id":"https://openalex.org/C196843134","wikidata":"https://www.wikidata.org/wiki/Q33196","display_name":"Embryo","level":2,"score":0.13155657052993774},{"id":"https://openalex.org/C87073359","wikidata":"https://www.wikidata.org/wiki/Q33196","display_name":"Embryogenesis","level":3,"score":0.129896879196167},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.10114261507987976},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C95444343","wikidata":"https://www.wikidata.org/wiki/Q7141","display_name":"Cell biology","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi53787.2023.10230468","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi53787.2023.10230468","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W2124656409","https://openalex.org/W2896457183","https://openalex.org/W2927960701","https://openalex.org/W2935410449","https://openalex.org/W2963163009","https://openalex.org/W2963967185","https://openalex.org/W2966715458","https://openalex.org/W2970992367","https://openalex.org/W2979783538","https://openalex.org/W2981066394","https://openalex.org/W3091546937","https://openalex.org/W3094502228","https://openalex.org/W3097267201","https://openalex.org/W3102853388","https://openalex.org/W3136138984","https://openalex.org/W3138516171","https://openalex.org/W3201906559","https://openalex.org/W3202198427","https://openalex.org/W4226062754","https://openalex.org/W6755207826","https://openalex.org/W6766904570","https://openalex.org/W6784185929","https://openalex.org/W6784333009","https://openalex.org/W6785762054","https://openalex.org/W6791353385"],"related_works":["https://openalex.org/W2379847945","https://openalex.org/W2095098392","https://openalex.org/W2995425383","https://openalex.org/W2385490696","https://openalex.org/W2386266445","https://openalex.org/W2351896583","https://openalex.org/W2384942528","https://openalex.org/W2115229736","https://openalex.org/W4385864019","https://openalex.org/W2352079814"],"abstract_inverted_index":{"Blastocyst":[0],"selection":[1],"based":[2,17],"on":[3,18],"morphology":[4],"grading":[5],"is":[6,48],"crucial":[7],"in":[8,9,43],"vitro":[10],"fertilization":[11],"(IVF)":[12],"treatment.":[13],"Several":[14],"research":[15],"studies":[16],"convolutional":[19],"neural":[20],"networks":[21],"(CNNs)":[22],"have":[23],"been":[24],"reported":[25],"to":[26,56,68,73],"select":[27],"the":[28,45,58,64,75,83,89],"most":[29],"viable":[30],"blastocyst":[31,65],"automatically.":[32],"In":[33],"this":[34],"paper,":[35],"we":[36,62],"propose":[37],"a":[38,52],"multimodal":[39],"representation":[40],"learning":[41],"framework":[42],"which":[44,98],"text":[46],"description":[47],"firstly":[49],"streamed":[50],"as":[51],"complementary":[53],"supervision":[54],"signal":[55],"enrich":[57],"visual":[59],"information.":[60],"Moreover,":[61],"redefine":[63],"assessment":[66],"problem":[67],"an":[69],"image-text":[70],"retrieval":[71,95],"task":[72],"solve":[74],"data":[76],"imbalance.":[77],"The":[78],"experimental":[79],"results":[80],"show":[81],"that":[82],"performance":[84],"metrics,":[85],"e.g.,":[86],"accuracy,":[87],"outperform":[88],"unimodal":[90],"classification":[91],"(+1.5%)":[92],"and":[93],"image":[94],"counterparts":[96],"(+1.2%),":[97],"demonstrates":[99],"our":[100],"proposed":[101],"model\u2019s":[102],"effectiveness.":[103]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}