{"id":"https://openalex.org/W4406261528","doi":"https://doi.org/10.1109/bibm62325.2024.10822121","title":"PV-SSM: Exploring Pure Visual State Space Model for High-dimensional Medical Data Analysis","display_name":"PV-SSM: Exploring Pure Visual State Space Model for High-dimensional Medical Data Analysis","publication_year":2024,"publication_date":"2024-12-03","ids":{"openalex":"https://openalex.org/W4406261528","doi":"https://doi.org/10.1109/bibm62325.2024.10822121"},"language":"en","primary_location":{"id":"doi:10.1109/bibm62325.2024.10822121","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10822121","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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/A5100678482","display_name":"Cheng Wang","orcid":"https://orcid.org/0000-0002-6551-0912"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Cheng Wang","raw_affiliation_strings":["The Chinese University of Hong Kong,Department of Electronic Engineering,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong,Department of Electronic Engineering,China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100446425","display_name":"Xinyu Liu","orcid":"https://orcid.org/0000-0002-0365-729X"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Xinyu Liu","raw_affiliation_strings":["The Chinese University of Hong Kong,Department of Electronic Engineering,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong,Department of Electronic Engineering,China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008033917","display_name":"Chenxin Li","orcid":"https://orcid.org/0000-0001-7146-2200"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Chenxin Li","raw_affiliation_strings":["The Chinese University of Hong Kong,Department of Electronic Engineering,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong,Department of Electronic Engineering,China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100376139","display_name":"Yifan Liu","orcid":"https://orcid.org/0000-0001-9342-9428"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yifan Liu","raw_affiliation_strings":["The Chinese University of Hong Kong,Department of Electronic Engineering,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong,Department of Electronic Engineering,China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073968803","display_name":"Yixuan Yuan","orcid":"https://orcid.org/0000-0002-0853-6948"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yixuan Yuan","raw_affiliation_strings":["The Chinese University of Hong Kong,Department of Electronic Engineering,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong,Department of Electronic Engineering,China","institution_ids":["https://openalex.org/I177725633"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I177725633"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2542","last_page":"2549"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.83160001039505,"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/T10799","display_name":"Data Visualization and Analytics","score":0.83160001039505,"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/T10862","display_name":"AI in cancer detection","score":0.777899980545044,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11438","display_name":"Retinal Imaging and Analysis","score":0.7289999723434448,"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":0.6462472081184387},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.4686383903026581},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.44369035959243774},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4431788921356201},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4336256682872772},{"id":"https://openalex.org/keywords/state-space","display_name":"State space","score":0.4210972785949707},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.37216755747795105},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3428589701652527},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.27966514229774475},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.16897085309028625},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.14706462621688843},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12728622555732727},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09506258368492126}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6462472081184387},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.4686383903026581},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.44369035959243774},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4431788921356201},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4336256682872772},{"id":"https://openalex.org/C72434380","wikidata":"https://www.wikidata.org/wiki/Q230930","display_name":"State space","level":2,"score":0.4210972785949707},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.37216755747795105},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3428589701652527},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27966514229774475},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.16897085309028625},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.14706462621688843},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12728622555732727},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09506258368492126},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm62325.2024.10822121","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10822121","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.5600000023841858}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2526511911","https://openalex.org/W2531409750","https://openalex.org/W2592905743","https://openalex.org/W2803890652","https://openalex.org/W2888358068","https://openalex.org/W2979750740","https://openalex.org/W3212933375","https://openalex.org/W4295747741","https://openalex.org/W4319300975","https://openalex.org/W4321232185","https://openalex.org/W4385245566","https://openalex.org/W4386076539","https://openalex.org/W4387211013","https://openalex.org/W4403067091","https://openalex.org/W4403069434","https://openalex.org/W4403727496","https://openalex.org/W4404214611","https://openalex.org/W6739778489","https://openalex.org/W6755207826","https://openalex.org/W6763422710","https://openalex.org/W6784333009","https://openalex.org/W6790275670","https://openalex.org/W6802912272","https://openalex.org/W6803444062","https://openalex.org/W6810249204","https://openalex.org/W6839178539","https://openalex.org/W6841645111","https://openalex.org/W6846041338","https://openalex.org/W6854254299","https://openalex.org/W6859298233","https://openalex.org/W6860915106","https://openalex.org/W6861342692","https://openalex.org/W6861742303","https://openalex.org/W6868789466"],"related_works":["https://openalex.org/W2068608913","https://openalex.org/W3124914020","https://openalex.org/W2141033859","https://openalex.org/W2156434174","https://openalex.org/W2071701083","https://openalex.org/W2383687187","https://openalex.org/W2081517010","https://openalex.org/W2121496884","https://openalex.org/W2387910809","https://openalex.org/W2294221496"],"abstract_inverted_index":{"Despite":[0],"previous":[1],"endeavors":[2],"to":[3,26,35,67,75,82,135],"utilize":[4],"Convolutional":[5],"Neural":[6],"Networks":[7],"and":[8,71,183],"Transformers":[9],"as":[10],"base":[11],"networks":[12],"for":[13,99],"medical":[14,58,101,107,175],"image":[15],"analysis,":[16],"their":[17,64],"architectures":[18],"still":[19],"harbor":[20],"inherent":[21],"limitations:":[22],"either":[23],"an":[24],"inability":[25],"model":[27,187],"long-range":[28],"dependencies":[29,50],"or":[30,118],"colossal":[31],"computational":[32,54],"consumption":[33],"due":[34,74],"global":[36,119],"self-attention.":[37],"Recently,":[38],"State":[39,95],"Space":[40,96],"Models":[41],"(SSMs)":[42],"have":[43],"exhibited":[44],"impressive":[45],"capabilities":[46],"in":[47],"modeling":[48,73],"long-term":[49],"with":[51,163],"satisfactory":[52],"linear":[53],"complexity.":[55],"Nevertheless,":[56],"extant":[57],"visual":[59,108],"SSMs":[60],"are":[61,193],"constrained":[62],"by":[63],"limited":[65],"capacity":[66],"capture":[68],"inter-patch":[69,161],"relationships":[70,162],"inefficient":[72],"the":[76],"introduction":[77],"of":[78,126,174,185],"additional":[79],"depth":[80],"convolutions":[81],"handle":[83],"high-dimensional":[84,100],"data.":[85,177],"In":[86],"this":[87],"paper,":[88],"we":[89,144],"propose":[90,145],"a":[91,124,131,146],"novel,":[92],"Pure":[93],"Visual":[94],"Model":[97],"(PV-SSM)":[98],"data":[102,139],"analysis.":[103],"Different":[104],"from":[105],"prior":[106],"SSMs,":[109],"our":[110,186],"proposed":[111],"framework":[112],"does":[113],"not":[114],"involve":[115],"any":[116],"convolutional":[117],"attention":[120],"operations":[121],"while":[122],"leverages":[123],"series":[125],"Pure-SSM":[127],"blocks":[128],"that":[129],"employ":[130],"novel":[132],"parallel-SSM":[133],"mechanism":[134],"simultaneously":[136],"extract":[137],"feature":[138],"across":[140],"different":[141],"dimensions.":[142],"Furthermore,":[143],"learnable":[147],"Parameterized":[148],"Positional":[149],"Encoding,":[150],"which":[151],"incorporates":[152],"absolute":[153],"positional":[154],"information":[155],"into":[156],"patch":[157],"features,":[158],"effectively":[159],"endowing":[160],"stronger":[164],"inferential":[165],"capabilities.":[166],"We":[167],"conducted":[168],"extensive":[169],"validation":[170],"on":[171],"various":[172],"modalities":[173],"imaging":[176],"Experimental":[178],"results":[179],"demonstrate":[180],"superior":[181],"performance":[182],"efficacy":[184],"against":[188],"existing":[189],"models.":[190],"Our":[191],"codes":[192],"available":[194],"at":[195],"https://github.com/chengwang96/PV-SSM":[196]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}