{"id":"https://openalex.org/W3210778402","doi":"https://doi.org/10.1109/isamsr53229.2021.9567757","title":"A Concise Review of Deep Learning Deployment in 3D Computer Vision Systems","display_name":"A Concise Review of Deep Learning Deployment in 3D Computer Vision Systems","publication_year":2021,"publication_date":"2021-09-06","ids":{"openalex":"https://openalex.org/W3210778402","doi":"https://doi.org/10.1109/isamsr53229.2021.9567757","mag":"3210778402"},"language":"en","primary_location":{"id":"doi:10.1109/isamsr53229.2021.9567757","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isamsr53229.2021.9567757","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 4th International Symposium on Agents, Multi-Agent Systems and Robotics (ISAMSR)","raw_type":"proceedings-article"},"type":"review","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/A5016678154","display_name":"Farooq Sijal Shaqwi","orcid":null},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Farooq Sijal Shaqwi","raw_affiliation_strings":["Faculty of Electrical and Electronic Engineering, Universiti Tun Hussein Onn Malaysia,Johor,Malaysia","Faculty of Electrical and Electronic Engineering, Universiti Tun Hussein Onn Malaysia, Johor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electrical and Electronic Engineering, Universiti Tun Hussein Onn Malaysia,Johor,Malaysia","institution_ids":["https://openalex.org/I930072361"]},{"raw_affiliation_string":"Faculty of Electrical and Electronic Engineering, Universiti Tun Hussein Onn Malaysia, Johor, Malaysia","institution_ids":["https://openalex.org/I930072361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066783464","display_name":"Lukman Audah\u200f","orcid":"https://orcid.org/0000-0002-0958-4474"},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Lukman Audah","raw_affiliation_strings":["Faculty of Electrical and Electronic Engineering, Universiti Tun Hussein Onn Malaysia,Johor,Malaysia","Faculty of Electrical and Electronic Engineering, Universiti Tun Hussein Onn Malaysia, Johor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electrical and Electronic Engineering, Universiti Tun Hussein Onn Malaysia,Johor,Malaysia","institution_ids":["https://openalex.org/I930072361"]},{"raw_affiliation_string":"Faculty of Electrical and Electronic Engineering, Universiti Tun Hussein Onn Malaysia, Johor, Malaysia","institution_ids":["https://openalex.org/I930072361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021867767","display_name":"Mustafa Hamid Hassan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mustafa Hamid Hassan","raw_affiliation_strings":["College of Information Technology, Ja&#x0027;afar Al-Sadiq University,Department of Computer Technical engineering,Al-Muthanna,Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Technology, Ja&#x0027;afar Al-Sadiq University,Department of Computer Technical engineering,Al-Muthanna,Iraq","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020595729","display_name":"Mohammed Ahmed Jubair","orcid":"https://orcid.org/0000-0001-6719-2922"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohammed Ahmed Jubair","raw_affiliation_strings":["College of Information Technology, Ja&#x0027;afar Al-Sadiq University,Department of Computer Technical engineering,Al-Muthanna,Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Technology, Ja&#x0027;afar Al-Sadiq University,Department of Computer Technical engineering,Al-Muthanna,Iraq","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032565238","display_name":"Mohd Helmy Abd Wahab","orcid":"https://orcid.org/0000-0001-6166-8512"},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mohd Helmy Abd Wahab","raw_affiliation_strings":["Faculty of Electrical and Electronic Engineering, Universiti Tun Hussein Onn Malaysia,Johor,Malaysia","Faculty of Electrical and Electronic Engineering, Universiti Tun Hussein Onn Malaysia, Johor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electrical and Electronic Engineering, Universiti Tun Hussein Onn Malaysia,Johor,Malaysia","institution_ids":["https://openalex.org/I930072361"]},{"raw_affiliation_string":"Faculty of Electrical and Electronic Engineering, Universiti Tun Hussein Onn Malaysia, Johor, Malaysia","institution_ids":["https://openalex.org/I930072361"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016511172","display_name":"Salama A. Mostafa","orcid":"https://orcid.org/0000-0001-5348-502X"},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Salama A. Mostafa","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia,Johor,Malaysia","Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Johor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia,Johor,Malaysia","institution_ids":["https://openalex.org/I930072361"]},{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Johor, Malaysia","institution_ids":["https://openalex.org/I930072361"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5822,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.6925856,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"157","last_page":"160"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","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/T10036","display_name":"Advanced Neural Network Applications","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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9994000196456909,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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":0.7787511944770813},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6164939999580383},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.6104099154472351},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5357038378715515},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.5097948908805847},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5049250721931458},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4715934991836548},{"id":"https://openalex.org/keywords/cognitive-neuroscience-of-visual-object-recognition","display_name":"Cognitive neuroscience of visual object recognition","score":0.44195806980133057},{"id":"https://openalex.org/keywords/machine-vision","display_name":"Machine vision","score":0.4345459043979645},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.42488032579421997},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.4132389426231384},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3455973267555237},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.32721465826034546},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.27191880345344543},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.22887930274009705},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.08281293511390686}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7787511944770813},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6164939999580383},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.6104099154472351},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5357038378715515},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.5097948908805847},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5049250721931458},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4715934991836548},{"id":"https://openalex.org/C64876066","wikidata":"https://www.wikidata.org/wiki/Q5141226","display_name":"Cognitive neuroscience of visual object recognition","level":3,"score":0.44195806980133057},{"id":"https://openalex.org/C5339829","wikidata":"https://www.wikidata.org/wiki/Q1425977","display_name":"Machine vision","level":2,"score":0.4345459043979645},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.42488032579421997},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.4132389426231384},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3455973267555237},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32721465826034546},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.27191880345344543},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.22887930274009705},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.08281293511390686},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isamsr53229.2021.9567757","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isamsr53229.2021.9567757","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 4th International Symposium on Agents, Multi-Agent Systems and Robotics (ISAMSR)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320310112","display_name":"Universiti Tun Hussein Onn Malaysia","ror":"https://ror.org/01c5wha71"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1677409904","https://openalex.org/W1782590233","https://openalex.org/W1889215178","https://openalex.org/W1974812331","https://openalex.org/W1983927101","https://openalex.org/W2039226807","https://openalex.org/W2112796928","https://openalex.org/W2115733720","https://openalex.org/W2163605009","https://openalex.org/W2165006981","https://openalex.org/W2304648132","https://openalex.org/W2324238275","https://openalex.org/W2775795276","https://openalex.org/W2782812883","https://openalex.org/W2794284562","https://openalex.org/W2900330699","https://openalex.org/W2906853770","https://openalex.org/W2940612399","https://openalex.org/W2970930881","https://openalex.org/W3102800692","https://openalex.org/W3120894151","https://openalex.org/W3129482290","https://openalex.org/W3131281767","https://openalex.org/W3196438265","https://openalex.org/W4239924846","https://openalex.org/W4300273322","https://openalex.org/W6638046521","https://openalex.org/W6791013695"],"related_works":["https://openalex.org/W2970686063","https://openalex.org/W2095705906","https://openalex.org/W2975200075","https://openalex.org/W2200925278","https://openalex.org/W2732308154","https://openalex.org/W2613077666","https://openalex.org/W1988485990","https://openalex.org/W3177406559","https://openalex.org/W4385695170","https://openalex.org/W2363840281"],"abstract_inverted_index":{"Deep":[0],"Learning":[1],"(DL)":[2],"has":[3,70],"advanced":[4],"the":[5,17,20,33,41,44,58,64,75,85,95,107,123],"concept":[6,86],"of":[7,19,35,46,74,87,106,129,137],"digital":[8],"image":[9],"processing,":[10],"but":[11],"this":[12,82,153],"does":[13],"not":[14],"rule":[15],"out":[16],"relevance":[18],"conventional":[21],"computer":[22,68,90,115,143],"vision":[23,69,116,144],"techniques":[24,38],"as":[25],"they":[26],"have":[27,39],"continuously":[28],"been":[29,43],"rebranded":[30],"even":[31],"before":[32],"emergence":[34],"DL.":[36],"DL":[37,66,88,108,131,139],"over":[40],"years":[42],"method":[45],"choice":[47],"in":[48,89,98,113,141,152],"several":[49],"fields":[50],"due":[51],"to":[52,57,71],"their":[53],"superior":[54],"performance":[55],"compared":[56],"state-of-the-art":[59],"machine":[60],"learning":[61],"methods.":[62],"Among":[63],"numerous":[65],"methods,":[67,78],"be":[72],"one":[73],"most":[76],"prominent":[77],"and":[79,127],"given":[80],"this,":[81],"article":[83],"overviewed":[84],"vision,":[91],"focusing":[92],"more":[93],"on":[94],"recent":[96],"advancements":[97],"tasks":[99],"that":[100,110],"involve":[101],"3D":[102],"visual":[103],"data.":[104],"Some":[105],"schemes":[109,132,140],"are":[111],"relevant":[112],"solving":[114],"problems":[117],"were":[118,133],"also":[119,150],"briefly":[120],"reviewed.":[121],"Furthermore,":[122],"history,":[124],"structure,":[125],"merits,":[126],"drawbacks":[128],"these":[130,138],"provided.":[134],"The":[135],"application":[136],"various":[142],"tasks,":[145],"like":[146],"object":[147],"detection,":[148],"was":[149],"described":[151],"article.":[154]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
