{"id":"https://openalex.org/W4323244307","doi":"https://doi.org/10.5220/0011698400003417","title":"Memory-Efficient Implementation of GMM-MRCoHOG for Human Recognition Hardware","display_name":"Memory-Efficient Implementation of GMM-MRCoHOG for Human Recognition Hardware","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4323244307","doi":"https://doi.org/10.5220/0011698400003417"},"language":"en","primary_location":{"id":"doi:10.5220/0011698400003417","is_oa":true,"landing_page_url":"http://dx.doi.org/10.5220/0011698400003417","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 18th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"http://dx.doi.org/10.5220/0011698400003417","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034985628","display_name":"Ryogo Takemoto","orcid":null},"institutions":[{"id":"https://openalex.org/I207014233","display_name":"Kyushu Institute of Technology","ror":"https://ror.org/02278tr80","country_code":"JP","type":"education","lineage":["https://openalex.org/I207014233"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Ryogo Takemoto","raw_affiliation_strings":["Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology, 2-4 Hibikino, Wakamatsu-ku, Kitakyushu, Fukuoka, 808-0196, Japan, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology, 2-4 Hibikino, Wakamatsu-ku, Kitakyushu, Fukuoka, 808-0196, Japan, --- Select a Country ---","institution_ids":["https://openalex.org/I207014233"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083879036","display_name":"Yuya Nagamine","orcid":null},"institutions":[{"id":"https://openalex.org/I207014233","display_name":"Kyushu Institute of Technology","ror":"https://ror.org/02278tr80","country_code":"JP","type":"education","lineage":["https://openalex.org/I207014233"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yuya Nagamine","raw_affiliation_strings":["Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology, 2-4 Hibikino, Wakamatsu-ku, Kitakyushu, Fukuoka, 808-0196, Japan, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology, 2-4 Hibikino, Wakamatsu-ku, Kitakyushu, Fukuoka, 808-0196, Japan, --- Select a Country ---","institution_ids":["https://openalex.org/I207014233"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089740757","display_name":"Kazuki Yoshihiro","orcid":null},"institutions":[{"id":"https://openalex.org/I207014233","display_name":"Kyushu Institute of Technology","ror":"https://ror.org/02278tr80","country_code":"JP","type":"education","lineage":["https://openalex.org/I207014233"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Kazuki Yoshihiro","raw_affiliation_strings":["Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology, 2-4 Hibikino, Wakamatsu-ku, Kitakyushu, Fukuoka, 808-0196, Japan, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology, 2-4 Hibikino, Wakamatsu-ku, Kitakyushu, Fukuoka, 808-0196, Japan, --- Select a Country ---","institution_ids":["https://openalex.org/I207014233"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110767381","display_name":"Masatoshi Shibata","orcid":null},"institutions":[{"id":"https://openalex.org/I4210098271","display_name":"Aisin (Japan)","ror":"https://ror.org/00vtxwp63","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210098271"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Masatoshi Shibata","raw_affiliation_strings":["AISIN CORPORATION, 2-1 Asahi-machi, Kariya, Aichi, 448-8650, Japan, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AISIN CORPORATION, 2-1 Asahi-machi, Kariya, Aichi, 448-8650, Japan, --- Select a Country ---","institution_ids":["https://openalex.org/I4210098271"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103437612","display_name":"Hideo Yamada","orcid":null},"institutions":[{"id":"https://openalex.org/I4210098271","display_name":"Aisin (Japan)","ror":"https://ror.org/00vtxwp63","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210098271"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hideo Yamada","raw_affiliation_strings":["AISIN CORPORATION, 2-1 Asahi-machi, Kariya, Aichi, 448-8650, Japan, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AISIN CORPORATION, 2-1 Asahi-machi, Kariya, Aichi, 448-8650, Japan, --- Select a Country ---","institution_ids":["https://openalex.org/I4210098271"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071471877","display_name":"Yuichiro Tanaka","orcid":"https://orcid.org/0000-0001-6974-070X"},"institutions":[{"id":"https://openalex.org/I207014233","display_name":"Kyushu Institute of Technology","ror":"https://ror.org/02278tr80","country_code":"JP","type":"education","lineage":["https://openalex.org/I207014233"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yuichiro Tanaka","raw_affiliation_strings":["Research Center for Neuromorphic AI Hardware, Kyushu Institute of Technology, 2-4 Hibikino, Wakamatsu-ku, Kitakyushu, Fukuoka, 808-0196, Japan, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Center for Neuromorphic AI Hardware, Kyushu Institute of Technology, 2-4 Hibikino, Wakamatsu-ku, Kitakyushu, Fukuoka, 808-0196, Japan, --- Select a Country ---","institution_ids":["https://openalex.org/I207014233"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087155173","display_name":"Shuichi Enokida","orcid":null},"institutions":[{"id":"https://openalex.org/I207014233","display_name":"Kyushu Institute of Technology","ror":"https://ror.org/02278tr80","country_code":"JP","type":"education","lineage":["https://openalex.org/I207014233"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Shuichi Enokida","raw_affiliation_strings":["Faculty of Computer Science and Systems Engineering, Kyushu Institute of Technology, 680-4 Kawazu, Iizuka, Fukuoka, 820-8502, Japan, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Systems Engineering, Kyushu Institute of Technology, 680-4 Kawazu, Iizuka, Fukuoka, 820-8502, Japan, --- Select a Country ---","institution_ids":["https://openalex.org/I207014233"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036848200","display_name":"Hakaru Tamukoh","orcid":"https://orcid.org/0000-0002-3669-1371"},"institutions":[{"id":"https://openalex.org/I207014233","display_name":"Kyushu Institute of Technology","ror":"https://ror.org/02278tr80","country_code":"JP","type":"education","lineage":["https://openalex.org/I207014233"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hakaru Tamukoh","raw_affiliation_strings":["Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology, 2-4 Hibikino, Wakamatsu-ku, Kitakyushu, Fukuoka, 808-0196, Japan, --- Select a Country ---","Research Center for Neuromorphic AI Hardware, Kyushu Institute of Technology, 2-4 Hibikino, Wakamatsu-ku, Kitakyushu, Fukuoka, 808-0196, Japan, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology, 2-4 Hibikino, Wakamatsu-ku, Kitakyushu, Fukuoka, 808-0196, Japan, --- Select a Country ---","institution_ids":["https://openalex.org/I207014233"]},{"raw_affiliation_string":"Research Center for Neuromorphic AI Hardware, Kyushu Institute of Technology, 2-4 Hibikino, Wakamatsu-ku, Kitakyushu, Fukuoka, 808-0196, Japan, --- Select a Country ---","institution_ids":["https://openalex.org/I207014233"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.01307867,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"648","last_page":"655"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.8580999970436096,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.8580999970436096,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T12389","display_name":"Infrared Target Detection Methodologies","score":0.8169000148773193,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7692708969116211},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.4111732244491577},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3855881690979004},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37447476387023926},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.32324931025505066}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7692708969116211},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.4111732244491577},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3855881690979004},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37447476387023926},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.32324931025505066}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.5220/0011698400003417","is_oa":true,"landing_page_url":"http://dx.doi.org/10.5220/0011698400003417","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 18th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},{"id":"pmh:oai:kyutech.repo.nii.ac.jp:02000514","is_oa":true,"landing_page_url":"http://hdl.handle.net/10228/0002000514","pdf_url":"https://kyutech.repo.nii.ac.jp/record/2000514/files/10406431.pdf","source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"VoR"},{"id":"pmh:oai:irdb.nii.ac.jp:01216:0006155476","is_oa":true,"landing_page_url":"https://kyutech.repo.nii.ac.jp/records/2000514","pdf_url":null,"source":{"id":"https://openalex.org/S7407056385","display_name":"Institutional Repositories DataBase (IRDB)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184597095","host_organization_name":"National Institute of Informatics","host_organization_lineage":["https://openalex.org/I184597095"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the 18th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications VISIGRAPP","raw_type":"conference paper"}],"best_oa_location":{"id":"doi:10.5220/0011698400003417","is_oa":true,"landing_page_url":"http://dx.doi.org/10.5220/0011698400003417","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 18th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W47679988","https://openalex.org/W2112796928","https://openalex.org/W2136922672","https://openalex.org/W2161969291","https://openalex.org/W2163605009","https://openalex.org/W2193945050","https://openalex.org/W2342840547","https://openalex.org/W2885905717","https://openalex.org/W2889011726","https://openalex.org/W2947311533","https://openalex.org/W2963001155","https://openalex.org/W2963037989","https://openalex.org/W3018757597","https://openalex.org/W3028983311","https://openalex.org/W3102503816","https://openalex.org/W3137078754","https://openalex.org/W3154723587","https://openalex.org/W3210282530","https://openalex.org/W4212864752","https://openalex.org/W4239510810","https://openalex.org/W4293584584","https://openalex.org/W4294816927"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W2350741829","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"High-speed":[0],"and":[1,69,78,151],"accurate":[2,146],"human":[3,14,57,80,111],"recognition":[4,15,58,112],"is":[5,51,144],"necessary":[6],"to":[7,65,71,100,121,163],"realize":[8],"safe":[9],"autonomous":[10],"mobile":[11],"robots.":[12],"Recently,":[13],"methods":[16,27],"based":[17],"on":[18,37],"deep":[19,66],"learning":[20],"have":[21],"been":[22,90],"studied":[23],"extensively.":[24],"However,":[25,92],"these":[26],"consume":[28],"large":[29],"amounts":[30],"of":[31,42,46,87,104,110,130,165],"power.":[32],"Therefore,":[33],"this":[34,123],"study":[35,115],"focuses":[36],"the":[38,93,108,141,148,152,169],"Gaussian":[39,131],"mixture":[40,132],"model":[41],"multiresolution":[43],"co-occurrence":[44],"histograms":[45],"oriented":[47],"gradients":[48],"(GMM-MRCoHOG),":[49],"which":[50],"a":[52,117],"feature":[53],"extraction":[54],"method":[55,86,94,120,143],"for":[56,75,155],"that":[59,140,166],"entails":[60],"lower":[61],"computational":[62],"costs":[63],"compared":[64],"learning-based":[67],"methods,":[68],"aims":[70],"implement":[72],"its":[73],"hardware":[74,84],"high-speed,":[76],"high-accuracy,":[77],"low-power":[79],"recognition.":[81],"A":[82],"digital":[83],"implementation":[85],"GMM-MRCoHOG":[88],"has":[89],"proposed.":[91],"requires":[95],"numerous":[96],"look-up":[97],"tables":[98],"(LUTs)":[99],"store":[101],"state":[102,156],"spaces":[103,157],"GMM-MRCoHOG,":[105],"thereby":[106],"impeding":[107],"realization":[109],"systems.":[113],"This":[114],"proposes":[116],"LUT":[118],"reduction":[119],"overcome":[122],"drawback":[124],"by":[125],"standardizing":[126],"basis":[127],"function":[128],"arrangements":[129],"distrib":[133],"utions":[134],"in":[135,168],"GMM-MRCoHOG.":[136],"Experimental":[137],"results":[138],"show":[139],"proposed":[142],"as":[145,147],"previous":[149,170],"method,":[150],"memory":[153],"required":[154,167],"consuming":[158],"LUTs":[159],"can":[160],"be":[161],"reduced":[162],"1/504th":[164],"method.":[171]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
