{"id":"https://openalex.org/W2512617030","doi":"https://doi.org/10.1109/iscas.2016.7527307","title":"Parallel randomized KD-tree forest on GPU cluster for image descriptor matching","display_name":"Parallel randomized KD-tree forest on GPU cluster for image descriptor matching","publication_year":2016,"publication_date":"2016-05-01","ids":{"openalex":"https://openalex.org/W2512617030","doi":"https://doi.org/10.1109/iscas.2016.7527307","mag":"2512617030"},"language":"en","primary_location":{"id":"doi:10.1109/iscas.2016.7527307","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas.2016.7527307","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Symposium on Circuits and Systems (ISCAS)","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/A5086619427","display_name":"Linjia Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I11957088","display_name":"Michigan Technological University","ror":"https://ror.org/0036rpn28","country_code":"US","type":"education","lineage":["https://openalex.org/I11957088"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Linjia Hu","raw_affiliation_strings":["Department of Computer Science, Michigan Tech, Houghton, MI, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Michigan Tech, Houghton, MI, USA","institution_ids":["https://openalex.org/I11957088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004862330","display_name":"Saeid Nooshabadi","orcid":"https://orcid.org/0000-0001-8596-1350"},"institutions":[{"id":"https://openalex.org/I11957088","display_name":"Michigan Technological University","ror":"https://ror.org/0036rpn28","country_code":"US","type":"education","lineage":["https://openalex.org/I11957088"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saeid Nooshabadi","raw_affiliation_strings":["Department of Computer Science, Michigan Tech, Houghton, MI, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Michigan Tech, Houghton, MI, USA","institution_ids":["https://openalex.org/I11957088"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035412745","display_name":"Majid Ahmadi","orcid":"https://orcid.org/0000-0001-5781-6754"},"institutions":[{"id":"https://openalex.org/I74413500","display_name":"University of Windsor","ror":"https://ror.org/01gw3d370","country_code":"CA","type":"education","lineage":["https://openalex.org/I74413500"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Majid Ahmadi","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Windsor, Windsor, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Windsor, Windsor, ON, Canada","institution_ids":["https://openalex.org/I74413500"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5086619427"],"corresponding_institution_ids":["https://openalex.org/I11957088"],"apc_list":null,"apc_paid":null,"fwci":0.5084,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.72780772,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"582","last_page":"585"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9998999834060669,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9998999834060669,"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/T10191","display_name":"Robotics and Sensor-Based Localization","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9923999905586243,"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/computer-science","display_name":"Computer science","score":0.8056434392929077},{"id":"https://openalex.org/keywords/massively-parallel","display_name":"Massively parallel","score":0.7571950554847717},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.6051080822944641},{"id":"https://openalex.org/keywords/k-d-tree","display_name":"k-d tree","score":0.5726375579833984},{"id":"https://openalex.org/keywords/histogram","display_name":"Histogram","score":0.5668234825134277},{"id":"https://openalex.org/keywords/cuda","display_name":"CUDA","score":0.5262597799301147},{"id":"https://openalex.org/keywords/graphics-processing-unit","display_name":"Graphics processing unit","score":0.5118891000747681},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.4891650974750519},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4571080803871155},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3948734700679779},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3750007748603821},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.37322330474853516},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3031814992427826},{"id":"https://openalex.org/keywords/tree-traversal","display_name":"Tree traversal","score":0.2301647663116455},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.21088245511054993},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09281525015830994}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8056434392929077},{"id":"https://openalex.org/C190475519","wikidata":"https://www.wikidata.org/wiki/Q544384","display_name":"Massively parallel","level":2,"score":0.7571950554847717},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.6051080822944641},{"id":"https://openalex.org/C33721204","wikidata":"https://www.wikidata.org/wiki/Q309949","display_name":"k-d tree","level":3,"score":0.5726375579833984},{"id":"https://openalex.org/C53533937","wikidata":"https://www.wikidata.org/wiki/Q185020","display_name":"Histogram","level":3,"score":0.5668234825134277},{"id":"https://openalex.org/C2778119891","wikidata":"https://www.wikidata.org/wiki/Q477690","display_name":"CUDA","level":2,"score":0.5262597799301147},{"id":"https://openalex.org/C2779851693","wikidata":"https://www.wikidata.org/wiki/Q183484","display_name":"Graphics processing unit","level":2,"score":0.5118891000747681},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.4891650974750519},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4571080803871155},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3948734700679779},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3750007748603821},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.37322330474853516},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3031814992427826},{"id":"https://openalex.org/C140745168","wikidata":"https://www.wikidata.org/wiki/Q1210082","display_name":"Tree traversal","level":2,"score":0.2301647663116455},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.21088245511054993},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09281525015830994},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iscas.2016.7527307","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas.2016.7527307","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},{"id":"pmh:oai:digitalcommons.mtu.edu:michigantech-p-2156","is_oa":false,"landing_page_url":"https://digitalcommons.mtu.edu/michigantech-p/1169","pdf_url":null,"source":{"id":"https://openalex.org/S4377196391","display_name":"Digital Commons - Michigan Tech (Michigan Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11957088","host_organization_name":"Michigan Technological University","host_organization_lineage":["https://openalex.org/I11957088"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Michigan Tech Publications, Part 1","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6600000262260437,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1571317019","https://openalex.org/W1985979595","https://openalex.org/W2086504823","https://openalex.org/W2095891955","https://openalex.org/W2096077837","https://openalex.org/W2099253838","https://openalex.org/W2141362318","https://openalex.org/W2147647517","https://openalex.org/W2151103935","https://openalex.org/W2152864241","https://openalex.org/W2182546814","https://openalex.org/W6646685003","https://openalex.org/W6674258178"],"related_works":["https://openalex.org/W2503137108","https://openalex.org/W2119534391","https://openalex.org/W1966576946","https://openalex.org/W2023770367","https://openalex.org/W2062253548","https://openalex.org/W2393490604","https://openalex.org/W2393707426","https://openalex.org/W3203633922","https://openalex.org/W2765743988","https://openalex.org/W2146871484"],"abstract_inverted_index":{"Many":[0],"high":[1,26,98],"dimensional":[2,27,99],"data":[3,28],"mining":[4],"applications":[5],"involve":[6],"the":[7,39,65,73],"nearest":[8],"neighbor":[9],"search":[10],"(NNS)":[11],"on":[12,46],"a":[13,47],"KD-tree.":[14],"Randomized":[15],"KD-tree":[16,42,66],"forest":[17,67],"enables":[18],"fast":[19],"medium":[20],"and":[21,44,69,89],"large":[22],"scale":[23],"NNS":[24,45,70],"among":[25],"points.":[29],"In":[30],"this":[31],"paper,":[32],"we":[33],"present":[34],"massively":[35,51],"parallel":[36,52],"algorithms":[37],"for":[38,72],"construction":[40,68],"of":[41,56,75,77,85],"forest,":[43],"cluster":[48],"equipped":[49],"with":[50],"architecture":[53],"(MPA)":[54],"devices":[55],"graphical":[57],"processing":[58],"unit":[59],"(GPU).":[60],"This":[61],"design":[62],"can":[63],"accelerate":[64],"significantly":[71],"signature":[74],"histograms":[76],"orientations":[78],"(SHOT)":[79],"3D":[80],"local":[81],"descriptors":[82,100],"by":[83],"factors":[84],"up":[86],"to":[87],"5.27":[88],"20.44,":[90],"respectively.":[91],"Our":[92],"implementations":[93],"will":[94],"potentially":[95],"benefit":[96],"realtime":[97],"matching.":[101]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2017,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
