{"id":"https://openalex.org/W4223489993","doi":"https://doi.org/10.3233/his-220001","title":"Feature matching for 3D AR: Review from handcrafted methods to deep learning","display_name":"Feature matching for 3D AR: Review from handcrafted methods to deep learning","publication_year":2022,"publication_date":"2022-04-12","ids":{"openalex":"https://openalex.org/W4223489993","doi":"https://doi.org/10.3233/his-220001"},"language":"en","primary_location":{"id":"doi:10.3233/his-220001","is_oa":false,"landing_page_url":"https://doi.org/10.3233/his-220001","pdf_url":null,"source":{"id":"https://openalex.org/S50927259","display_name":"International Journal of Hybrid Intelligent Systems","issn_l":"1448-5869","issn":["1448-5869","1875-8819"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Hybrid Intelligent Systems","raw_type":"journal-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/A5078202906","display_name":"Houssam Halmaoui","orcid":"https://orcid.org/0000-0003-0521-7578"},"institutions":[{"id":"https://openalex.org/I4210145365","display_name":"Universit\u00e9 Hassan 1er","ror":"https://ror.org/03cdvht47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210145365"]},{"id":"https://openalex.org/I4210094767","display_name":"Instituts Sup\u00e9rieurs des Professions Infirmi\u00e8res et Techniques de Sant\u00e9","ror":"https://ror.org/007h8y788","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210094767"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Houssam Halmaoui","raw_affiliation_strings":["Hassan First University of Settat, Faculty of Sciences and Techniques, Computer, Networks, Mobility and Modeling Laboratory: IR2M, 26000 \u2013 Settat, Morocco","ISMAC \u2013 Higher Institute of Audiovisual and Film Professions, Rabat, Morocco"],"affiliations":[{"raw_affiliation_string":"Hassan First University of Settat, Faculty of Sciences and Techniques, Computer, Networks, Mobility and Modeling Laboratory: IR2M, 26000 \u2013 Settat, Morocco","institution_ids":["https://openalex.org/I4210145365"]},{"raw_affiliation_string":"ISMAC \u2013 Higher Institute of Audiovisual and Film Professions, Rabat, Morocco","institution_ids":["https://openalex.org/I4210094767"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046331572","display_name":"Abdelkrim Haqiq","orcid":"https://orcid.org/0000-0002-8857-6586"},"institutions":[{"id":"https://openalex.org/I4210145365","display_name":"Universit\u00e9 Hassan 1er","ror":"https://ror.org/03cdvht47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210145365"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abdelkrim Haqiq","raw_affiliation_strings":["Hassan First University of Settat, Faculty of Sciences and Techniques, Computer, Networks, Mobility and Modeling Laboratory: IR2M, 26000 \u2013 Settat, Morocco"],"affiliations":[{"raw_affiliation_string":"Hassan First University of Settat, Faculty of Sciences and Techniques, Computer, Networks, Mobility and Modeling Laboratory: IR2M, 26000 \u2013 Settat, Morocco","institution_ids":["https://openalex.org/I4210145365"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5078202906"],"corresponding_institution_ids":["https://openalex.org/I4210094767","https://openalex.org/I4210145365"],"apc_list":null,"apc_paid":null,"fwci":0.6158,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.77322208,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"17","issue":"3-4","first_page":"143","last_page":"162"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10191","display_name":"Robotics and Sensor-Based Localization","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10191","display_name":"Robotics and Sensor-Based Localization","score":0.9998999834060669,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9998000264167786,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9988999962806702,"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":0.8472186326980591},{"id":"https://openalex.org/keywords/rendering","display_name":"Rendering (computer graphics)","score":0.7258484959602356},{"id":"https://openalex.org/keywords/feature-matching","display_name":"Feature matching","score":0.7181054353713989},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7014862298965454},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5561578273773193},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.5339564085006714},{"id":"https://openalex.org/keywords/augmented-reality","display_name":"Augmented reality","score":0.5272542238235474},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5009253025054932},{"id":"https://openalex.org/keywords/3d-model","display_name":"3d model","score":0.46533408761024475},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4629974961280823},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43023574352264404},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.40325814485549927},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35937732458114624},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06439259648323059}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8472186326980591},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.7258484959602356},{"id":"https://openalex.org/C2983787585","wikidata":"https://www.wikidata.org/wiki/Q93586","display_name":"Feature matching","level":3,"score":0.7181054353713989},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7014862298965454},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5561578273773193},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.5339564085006714},{"id":"https://openalex.org/C153715457","wikidata":"https://www.wikidata.org/wiki/Q254183","display_name":"Augmented reality","level":2,"score":0.5272542238235474},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5009253025054932},{"id":"https://openalex.org/C3019007443","wikidata":"https://www.wikidata.org/wiki/Q568742","display_name":"3d model","level":2,"score":0.46533408761024475},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4629974961280823},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43023574352264404},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.40325814485549927},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35937732458114624},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06439259648323059},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/his-220001","is_oa":false,"landing_page_url":"https://doi.org/10.3233/his-220001","pdf_url":null,"source":{"id":"https://openalex.org/S50927259","display_name":"International Journal of Hybrid Intelligent Systems","issn_l":"1448-5869","issn":["1448-5869","1875-8819"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Hybrid Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W1491719799","https://openalex.org/W1532362218","https://openalex.org/W1533496907","https://openalex.org/W1677409904","https://openalex.org/W1869500417","https://openalex.org/W1945298332","https://openalex.org/W1955055330","https://openalex.org/W1980911747","https://openalex.org/W1986121825","https://openalex.org/W1992159177","https://openalex.org/W2007178811","https://openalex.org/W2031489346","https://openalex.org/W2052094314","https://openalex.org/W2083833836","https://openalex.org/W2085261163","https://openalex.org/W2089888558","https://openalex.org/W2104853049","https://openalex.org/W2105303354","https://openalex.org/W2108598243","https://openalex.org/W2109200236","https://openalex.org/W2111308925","https://openalex.org/W2112634643","https://openalex.org/W2117228865","https://openalex.org/W2123921160","https://openalex.org/W2124404372","https://openalex.org/W2126060993","https://openalex.org/W2141362318","https://openalex.org/W2141584146","https://openalex.org/W2148809531","https://openalex.org/W2151103935","https://openalex.org/W2157364932","https://openalex.org/W2172188317","https://openalex.org/W2177274842","https://openalex.org/W2320444803","https://openalex.org/W2471962767","https://openalex.org/W2535547924","https://openalex.org/W2612112834","https://openalex.org/W2737260104","https://openalex.org/W2963748588","https://openalex.org/W2964157791","https://openalex.org/W2973665503","https://openalex.org/W2979458572","https://openalex.org/W3034275286","https://openalex.org/W3035477606","https://openalex.org/W3043075211","https://openalex.org/W3082552881","https://openalex.org/W3091993855","https://openalex.org/W3097941873","https://openalex.org/W3102327032","https://openalex.org/W3120099762","https://openalex.org/W3166285241","https://openalex.org/W3167674261","https://openalex.org/W3170457563","https://openalex.org/W3173914973","https://openalex.org/W3186980293","https://openalex.org/W3196819200","https://openalex.org/W3203518786","https://openalex.org/W4213201380","https://openalex.org/W4213275032","https://openalex.org/W4220829477","https://openalex.org/W4221127909","https://openalex.org/W6607446023","https://openalex.org/W6609467369","https://openalex.org/W6611819951","https://openalex.org/W6629564929","https://openalex.org/W6631707545","https://openalex.org/W6631946989","https://openalex.org/W6637400245","https://openalex.org/W6647521757","https://openalex.org/W6676930848","https://openalex.org/W6681183723","https://openalex.org/W6681902498","https://openalex.org/W6700340091","https://openalex.org/W6737478050"],"related_works":["https://openalex.org/W2172197285","https://openalex.org/W2991048842","https://openalex.org/W2750280393","https://openalex.org/W2355696739","https://openalex.org/W3158001554","https://openalex.org/W2771909920","https://openalex.org/W2123144113","https://openalex.org/W3106568383","https://openalex.org/W2083362030","https://openalex.org/W2357527746"],"abstract_inverted_index":{"3D":[0,9,33,96],"augmented":[1],"reality":[2],"(AR)":[3],"has":[4],"a":[5,12,95],"photometric":[6],"aspect":[7,14],"of":[8,15,41,62,72,80,89],"rendering":[10],"and":[11,50,65,83],"geometric":[13],"camera":[16],"tracking.":[17],"In":[18],"this":[19],"paper,":[20],"we":[21],"will":[22],"discuss":[23],"the":[24,38,87,90],"second":[25],"aspect,":[26],"which":[27],"involves":[28],"feature":[29,48],"matching":[30,43],"for":[31,94],"stable":[32],"object":[34],"insertion.":[35],"We":[36],"present":[37],"different":[39],"types":[40,61],"image":[42],"approaches,":[44],"starting":[45],"from":[46],"handcrafted":[47],"algorithms":[49],"machine":[51],"learning":[52,57],"methods,":[53],"to":[54,78,85],"recent":[55],"deep":[56],"approaches":[58],"using":[59],"various":[60],"CNN":[63],"architectures,":[64],"more":[66],"modern":[67],"end-to-end":[68],"models.":[69],"A":[70],"comparison":[71],"these":[73],"methods":[74,93],"is":[75],"performed":[76],"according":[77],"criteria":[79],"real":[81],"time":[82],"accuracy,":[84],"allow":[86],"choice":[88],"most":[91],"relevant":[92],"AR":[97],"system.":[98]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
