{"id":"https://openalex.org/W4414022882","doi":"https://doi.org/10.32604/cmc.2025.067760","title":"Three-Dimensional Model Classification Based on VIT-GE and Voting Mechanism","display_name":"Three-Dimensional Model Classification Based on VIT-GE and Voting Mechanism","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4414022882","doi":"https://doi.org/10.32604/cmc.2025.067760"},"language":"en","primary_location":{"id":"doi:10.32604/cmc.2025.067760","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.067760","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.32604/cmc.2025.067760","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021331009","display_name":"Yuan Fang","orcid":"https://orcid.org/0000-0001-5196-8706"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Fang Yuan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027223650","display_name":"Xue-Yao Gao","orcid":"https://orcid.org/0000-0001-8046-5796"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xueyao Gao","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5002428953","display_name":"Chunxiang Zhang","orcid":"https://orcid.org/0000-0001-8303-6495"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chunxiang Zhang","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5021331009"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.36413633,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"85","issue":"3","first_page":"5037","last_page":"5055"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13717","display_name":"Advanced Algorithms and Applications","score":0.6474999785423279,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T13717","display_name":"Advanced Algorithms and Applications","score":0.6474999785423279,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T13890","display_name":"Remote Sensing and Land Use","score":0.5985000133514404,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14474","display_name":"Industrial Technology and Control Systems","score":0.5357000231742859,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.7599538564682007},{"id":"https://openalex.org/keywords/voting","display_name":"Voting","score":0.594414234161377},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41971367597579956},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.22924107313156128},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.1392161250114441},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.13150659203529358}],"concepts":[{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.7599538564682007},{"id":"https://openalex.org/C520049643","wikidata":"https://www.wikidata.org/wiki/Q189760","display_name":"Voting","level":3,"score":0.594414234161377},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41971367597579956},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.22924107313156128},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.1392161250114441},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.13150659203529358},{"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.32604/cmc.2025.067760","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.067760","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.32604/cmc.2025.067760","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.067760","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1629010235","https://openalex.org/W2104309174","https://openalex.org/W2518780089","https://openalex.org/W2893891559","https://openalex.org/W3080275309","https://openalex.org/W3081368733","https://openalex.org/W3163071655","https://openalex.org/W3175262579","https://openalex.org/W3195174048","https://openalex.org/W4210447104","https://openalex.org/W4212878186","https://openalex.org/W4224102377","https://openalex.org/W4225415698","https://openalex.org/W4315643588","https://openalex.org/W4388878615","https://openalex.org/W4405107289","https://openalex.org/W4405653378"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"3D":[0,51,98],"model":[1,52],"classification":[2,53,146,163],"has":[3],"emerged":[4],"as":[5],"a":[6,49,111,139,162],"significant":[7],"research":[8],"focus":[9],"in":[10],"computer":[11],"vision.":[12],"However,":[13],"traditional":[14],"convolutional":[15],"neural":[16],"networks":[17],"(CNNs)":[18],"often":[19],"struggle":[20],"to":[21,33,84,129,144],"capture":[22],"global":[23,87,115],"dependencies":[24],"across":[25],"both":[26],"height":[27],"and":[28,61,71,114,134,149,170],"width":[29],"dimensions":[30],"simultaneously,":[31],"leading":[32],"limited":[34],"feature":[35,105,136],"representation":[36],"capabilities":[37],"when":[38],"handling":[39],"complex":[40],"visual":[41],"tasks.":[42],"To":[43,101],"address":[44],"this":[45],"challenge,":[46],"we":[47],"propose":[48],"novel":[50],"network":[54,128],"named":[55],"ViT-GE":[56],"(Vision":[57],"Transformer":[58,80],"with":[59],"Global":[60,66],"Efficient":[62,72],"Attention),":[63],"which":[64],"integrates":[65],"Grouped":[67],"Coordinate":[68],"Attention":[69,74],"(GGCA)":[70],"Channel":[73],"(ECA)":[75],"mechanisms.":[76],"Specifically,":[77],"the":[78,107,119,127,154],"Vision":[79],"(ViT)":[81],"is":[82,142],"employed":[83],"extract":[85],"comprehensive":[86],"features":[88,133],"from":[89],"multi-view":[90],"inputs":[91],"using":[92],"its":[93,168],"self-attention":[94],"mechanism,":[95],"effectively":[96],"capturing":[97],"shape":[99],"characteristics.":[100],"further":[102],"enhance":[103,145],"spatial":[104],"modeling,":[106],"GGCA":[108],"module":[109,121],"introduces":[110],"grouping":[112],"strategy":[113],"context":[116],"interactions.":[117],"Concurrently,":[118],"ECA":[120],"strengthens":[122],"inter-channel":[123],"information":[124],"flow,":[125],"enabling":[126],"adaptively":[130],"emphasize":[131],"key":[132],"improve":[135],"fusion.":[137],"Finally,":[138],"voting":[140],"mechanism":[141],"adopted":[143],"accuracy,":[147],"robustness,":[148],"stability.":[150],"Experimental":[151],"results":[152],"on":[153],"ModelNet10":[155],"dataset":[156],"demonstrate":[157],"that":[158],"our":[159],"method":[160],"achieves":[161],"accuracy":[164],"of":[165],"93.50%,":[166],"validating":[167],"effectiveness":[169],"superior":[171],"performance.":[172]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}