{"id":"https://openalex.org/W4401751272","doi":"https://doi.org/10.1109/isbi56570.2024.10635357","title":"Mlip: Medical Language-Image Pre-Training With Masked Local Representation Learning","display_name":"Mlip: Medical Language-Image Pre-Training With Masked Local Representation Learning","publication_year":2024,"publication_date":"2024-05-27","ids":{"openalex":"https://openalex.org/W4401751272","doi":"https://doi.org/10.1109/isbi56570.2024.10635357"},"language":"en","primary_location":{"id":"doi:10.1109/isbi56570.2024.10635357","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi56570.2024.10635357","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","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/A5022951423","display_name":"Jiarun Liu","orcid":"https://orcid.org/0000-0002-6921-1549"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiarun Liu","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100783219","display_name":"Hong-Yu Zhou","orcid":"https://orcid.org/0000-0002-1256-7050"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Hong-Yu Zhou","raw_affiliation_strings":["The University of Hong Kong,Department of Computer Science,Pokfulam,China"],"affiliations":[{"raw_affiliation_string":"The University of Hong Kong,Department of Computer Science,Pokfulam,China","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100404091","display_name":"Cheng Li","orcid":"https://orcid.org/0000-0002-3915-5451"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Li","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104163753","display_name":"Weijian Huang","orcid":"https://orcid.org/0000-0002-4020-8629"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weijian Huang","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100748247","display_name":"Hao Yang","orcid":"https://orcid.org/0000-0002-4378-5755"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Yang","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101404209","display_name":"Yong Liang","orcid":"https://orcid.org/0000-0001-6021-2791"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Liang","raw_affiliation_strings":["Peng Cheng Laboratory,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory,Shenzhen,China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101549504","display_name":"Guangming Shi","orcid":"https://orcid.org/0000-0003-2179-3292"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangming Shi","raw_affiliation_strings":["Peng Cheng Laboratory,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory,Shenzhen,China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024833275","display_name":"Hairong Zheng","orcid":"https://orcid.org/0000-0002-8558-5102"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hairong Zheng","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100406281","display_name":"Shanshan Wang","orcid":"https://orcid.org/0009-0000-7215-6555"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shanshan Wang","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5022951423"],"corresponding_institution_ids":["https://openalex.org/I4210145761"],"apc_list":null,"apc_paid":null,"fwci":1.831,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.8660062,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9986000061035156,"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"}},"topics":[{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9986000061035156,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9865000247955322,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9857000112533569,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/computer-science","display_name":"Computer science","score":0.7551314234733582},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.679903507232666},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5895633697509766},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5569434762001038},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.530937910079956},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4966190457344055},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.38107404112815857},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.32304903864860535}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7551314234733582},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.679903507232666},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5895633697509766},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5569434762001038},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.530937910079956},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4966190457344055},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.38107404112815857},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.32304903864860535},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi56570.2024.10635357","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi56570.2024.10635357","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320318558","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320327665","display_name":"Key Laboratory for Magnetic Resonance and Multimodality Imaging of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1531263763","https://openalex.org/W1583837637","https://openalex.org/W2959321301","https://openalex.org/W2979849835","https://openalex.org/W3196792593","https://openalex.org/W3201906559","https://openalex.org/W3211326549","https://openalex.org/W3213233983","https://openalex.org/W4296027312","https://openalex.org/W4306177947","https://openalex.org/W4312533035","https://openalex.org/W4313591097","https://openalex.org/W4384162023","https://openalex.org/W4385573131","https://openalex.org/W4386071498","https://openalex.org/W4386076084","https://openalex.org/W4389164610","https://openalex.org/W4390872699","https://openalex.org/W6784185929","https://openalex.org/W6791353385","https://openalex.org/W6846055702","https://openalex.org/W6849714168"],"related_works":["https://openalex.org/W230091440","https://openalex.org/W2233261550","https://openalex.org/W2810751659","https://openalex.org/W258997015","https://openalex.org/W2997094352","https://openalex.org/W3216976533","https://openalex.org/W100620283","https://openalex.org/W2495260952","https://openalex.org/W4366179611","https://openalex.org/W2996078371"],"abstract_inverted_index":{"Existing":[0],"contrastive":[1,90],"language-image":[2,69],"pre-training":[3,70],"aims":[4,47],"to":[5,48,59,97],"learn":[6],"a":[7,67,88,124],"joint":[8],"representation":[9],"by":[10,53,123],"matching":[11],"abundant":[12],"image-text":[13,19,37,77],"pairs.":[14],"However,":[15],"the":[16,50,75,104],"number":[17],"of":[18,27],"pairs":[20,38],"in":[21,32,100,116],"medical":[22,36,68,78],"datasets":[23],"is":[24],"usually":[25],"orders":[26],"magnitude":[28],"smaller":[29],"than":[30],"that":[31,111],"natural":[33],"datasets.":[34],"Besides,":[35],"often":[39],"involve":[40],"numerous":[41],"complex":[42],"fine-grained":[43],"correspondences.":[44],"This":[45],"paper":[46],"enhance":[49],"data":[51,79],"efficiency":[52],"introducing":[54],"multiple-to-multiple":[55],"local":[56],"relationship":[57],"modeling":[58],"capture":[60],"denser":[61],"supervision.":[62],"More":[63],"specifically,":[64],"we":[65,86],"propose":[66],"(MLIP)":[71],"framework,":[72],"which":[73],"exploits":[74],"limited":[76],"more":[80],"efficiently":[81],"through":[82],"sentence-patch":[83],"matching.":[84],"Furthermore,":[85],"introduce":[87],"masked":[89],"learning":[91],"strategy":[92],"with":[93],"semantic":[94],"integrity":[95],"estimation":[96],"reduce":[98],"redundancy":[99],"images":[101],"while":[102],"preserving":[103],"underlying":[105],"semantics.":[106],"Our":[107],"evaluation":[108],"results":[109],"show":[110],"MLIP":[112],"outperforms":[113],"previous":[114],"work":[115],"zero/few-shot":[117],"classification":[118],"and":[119],"few-shot":[120],"segmentation":[121],"tasks":[122],"large":[125],"margin.":[126]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2}],"updated_date":"2026-02-27T16:54:17.756197","created_date":"2025-10-10T00:00:00"}
