{"id":"https://openalex.org/W4402980083","doi":"https://doi.org/10.1109/icme57554.2024.10687691","title":"BTC: Bilateral-Branch Vision Transformer via Hilbert Patch Embedding for Image Clustering","display_name":"BTC: Bilateral-Branch Vision Transformer via Hilbert Patch Embedding for Image Clustering","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4402980083","doi":"https://doi.org/10.1109/icme57554.2024.10687691"},"language":"en","primary_location":{"id":"doi:10.1109/icme57554.2024.10687691","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme57554.2024.10687691","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 Multimedia and Expo (ICME)","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/A5105834282","display_name":"Taizhang Hu","orcid":"https://orcid.org/0009-0006-2518-7168"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Taizhang Hu","raw_affiliation_strings":["Hefei University of Technology,School of Computer and Information"],"affiliations":[{"raw_affiliation_string":"Hefei University of Technology,School of Computer and Information","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115602252","display_name":"Fan Yang","orcid":"https://orcid.org/0000-0002-8111-4880"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fan Yang","raw_affiliation_strings":["Hefei University of Technology,School of Computer and Information"],"affiliations":[{"raw_affiliation_string":"Hefei University of Technology,School of Computer and Information","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040886197","display_name":"Xing Wei","orcid":"https://orcid.org/0000-0002-5025-3941"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xing Wei","raw_affiliation_strings":["Hefei University of Technology,School of Computer and Information"],"affiliations":[{"raw_affiliation_string":"Hefei University of Technology,School of Computer and Information","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076987947","display_name":"Chong Zhao","orcid":"https://orcid.org/0000-0002-9655-6454"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chong Zhao","raw_affiliation_strings":["Hefei University of Technology,School of Computer and Information"],"affiliations":[{"raw_affiliation_string":"Hefei University of Technology,School of Computer and Information","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072774054","display_name":"Li Meng","orcid":"https://orcid.org/0009-0004-0049-0051"},"institutions":[{"id":"https://openalex.org/I197869895","display_name":"Anhui Medical University","ror":"https://ror.org/03xb04968","country_code":"CN","type":"education","lineage":["https://openalex.org/I197869895"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Meng","raw_affiliation_strings":["Anhui Medical University,School of Biomedical Engineering"],"affiliations":[{"raw_affiliation_string":"Anhui Medical University,School of Biomedical Engineering","institution_ids":["https://openalex.org/I197869895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102964690","display_name":"Bin Wen","orcid":"https://orcid.org/0000-0003-0722-8895"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Wen","raw_affiliation_strings":["Hefei University of Technology,School of Computer and Information"],"affiliations":[{"raw_affiliation_string":"Hefei University of Technology,School of Computer and Information","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100454266","display_name":"Lu Yang","orcid":"https://orcid.org/0009-0002-5088-9365"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Lu","raw_affiliation_strings":["Hefei University of Technology,School of Computer and Information"],"affiliations":[{"raw_affiliation_string":"Hefei University of Technology,School of Computer and Information","institution_ids":["https://openalex.org/I16365422"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5105834282"],"corresponding_institution_ids":["https://openalex.org/I16365422"],"apc_list":null,"apc_paid":null,"fwci":0.2623,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.57384697,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.8741999864578247,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.8741999864578247,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.7777000069618225,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6303290128707886},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5558207035064697},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5413849353790283},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5317498445510864},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5168669819831848},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.4763262867927551},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1472308337688446},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.09844595193862915}],"concepts":[{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6303290128707886},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5558207035064697},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5413849353790283},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5317498445510864},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5168669819831848},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4763262867927551},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1472308337688446},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.09844595193862915},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme57554.2024.10687691","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme57554.2024.10687691","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 Multimedia and Expo (ICME)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320307000","display_name":"Manufacturing Institute","ror":"https://ror.org/027wewa02"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2147339185","https://openalex.org/W2295107390","https://openalex.org/W2405933695","https://openalex.org/W2911605501","https://openalex.org/W2962852342","https://openalex.org/W2963341956","https://openalex.org/W3034363127","https://openalex.org/W3087124270","https://openalex.org/W3092982430","https://openalex.org/W3094502228","https://openalex.org/W3110446398","https://openalex.org/W3145450063","https://openalex.org/W3155189654","https://openalex.org/W3159481202","https://openalex.org/W3210298401","https://openalex.org/W4214573674","https://openalex.org/W4221167012","https://openalex.org/W4382405263","https://openalex.org/W4385245566","https://openalex.org/W4386076172","https://openalex.org/W4390871847","https://openalex.org/W4392904609"],"related_works":["https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2772917594","https://openalex.org/W2775347418","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Recently,":[0],"image":[1,16,33],"clustering":[2,20,44],"methods":[3,21],"based":[4,104],"on":[5,105,121],"contrastive":[6,43],"learning":[7],"have":[8],"attracted":[9],"attention":[10],"for":[11,54],"their":[12],"advantage":[13],"of":[14,32],"enhancing":[15],"representation.":[17],"However,":[18],"existing":[19],"struggle":[22],"to":[23,63,68],"accurately":[24],"capture":[25],"global":[26,71,112],"information":[27,113],"and":[28,73,108,114,130],"maintain":[29],"the":[30,77,97],"continuity":[31],"semantic":[34,116],"information.":[35],"To":[36],"address":[37],"these":[38],"problems,":[39],"we":[40,94],"propose":[41],"a":[42,70],"framework":[45],"called":[46],"Bilateral-Branch":[47],"Vision":[48,65],"Transformer":[49,66],"via":[50],"Hilbert":[51,78],"Patch":[52,79,106],"Embedding":[53,80,107],"Image":[55],"Clustering,":[56],"namely":[57],"BTC.":[58],"The":[59],"core":[60],"idea":[61],"is":[62],"introduce":[64],"(ViT)":[67],"provide":[69],"vision,":[72],"improve":[74],"it":[75],"with":[76],"module,":[81],"which":[82],"prevents":[83],"patches":[84],"from":[85,100],"being":[86],"semantically":[87],"fragmented":[88],"during":[89],"feature":[90],"extraction.":[91],"This":[92],"way,":[93],"can":[95],"fuse":[96],"features":[98],"extracted":[99],"two":[101],"ViT":[102],"branches":[103],"HPE":[109],"modules,":[110],"improving":[111],"contextual":[115],"continuity.":[117],"Our":[118],"extensive":[119],"experiments":[120],"five":[122],"datasets":[123],"show":[124],"that":[125],"BTC":[126],"has":[127],"good":[128],"performance":[129],"effectiveness.":[131]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}