{"id":"https://openalex.org/W2907917227","doi":"https://doi.org/10.17706/jcp.13.12.1366-1384","title":"SVM Relevance Feedback in HSV Quantization for CBIR","display_name":"SVM Relevance Feedback in HSV Quantization for CBIR","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2907917227","doi":"https://doi.org/10.17706/jcp.13.12.1366-1384","mag":"2907917227"},"language":"en","primary_location":{"id":"doi:10.17706/jcp.13.12.1366-1384","is_oa":true,"landing_page_url":"https://doi.org/10.17706/jcp.13.12.1366-1384","pdf_url":"http://www.jcomputers.us/vol13/jcp1312-04.pdf","source":{"id":"https://openalex.org/S77894049","display_name":"Journal of Computers","issn_l":"1796-203X","issn":["1796-203X"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318660","host_organization_name":"Academy Publisher","host_organization_lineage":["https://openalex.org/P4310318660"],"host_organization_lineage_names":["Academy Publisher"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://www.jcomputers.us/vol13/jcp1312-04.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020084314","display_name":"Jasman Pardede","orcid":null},"institutions":[{"id":"https://openalex.org/I134635517","display_name":"Bandung Institute of Technology","ror":"https://ror.org/00apj8t60","country_code":"ID","type":"education","lineage":["https://openalex.org/I134635517"]},{"id":"https://openalex.org/I4210112511","display_name":"Institut Teknologi Nasional Bandung","ror":"https://ror.org/01w3rm550","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210112511"]}],"countries":["ID"],"is_corresponding":true,"raw_author_name":"Jasman Pardede","raw_affiliation_strings":["Department of Informatics Engineering, Institut Teknologi Nasional (Itenas) Bandung, Bandung, Indonesia","School of Electrical and Informatics, Institut Teknologi Bandung (ITB), Bandung, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics Engineering, Institut Teknologi Nasional (Itenas) Bandung, Bandung, Indonesia","institution_ids":["https://openalex.org/I4210112511"]},{"raw_affiliation_string":"School of Electrical and Informatics, Institut Teknologi Bandung (ITB), Bandung, Indonesia","institution_ids":["https://openalex.org/I134635517"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5020084314"],"corresponding_institution_ids":["https://openalex.org/I134635517","https://openalex.org/I4210112511"],"apc_list":null,"apc_paid":null,"fwci":0.365,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.63889313,"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":"1366","last_page":"1384"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","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"}},"topics":[{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","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"}},{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9945999979972839,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9821000099182129,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/relevance-feedback","display_name":"Relevance feedback","score":0.8027275800704956},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6200286149978638},{"id":"https://openalex.org/keywords/vector-quantization","display_name":"Vector quantization","score":0.585533082485199},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.5465674996376038},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4945048987865448},{"id":"https://openalex.org/keywords/hsl-and-hsv","display_name":"HSL and HSV","score":0.4555245339870453},{"id":"https://openalex.org/keywords/learning-vector-quantization","display_name":"Learning vector quantization","score":0.44602668285369873},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4428729712963104},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.35825616121292114},{"id":"https://openalex.org/keywords/image-retrieval","display_name":"Image retrieval","score":0.2675427198410034},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12000772356987},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.09792119264602661},{"id":"https://openalex.org/keywords/virology","display_name":"Virology","score":0.04301401972770691}],"concepts":[{"id":"https://openalex.org/C2779532271","wikidata":"https://www.wikidata.org/wiki/Q445558","display_name":"Relevance feedback","level":4,"score":0.8027275800704956},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6200286149978638},{"id":"https://openalex.org/C199833920","wikidata":"https://www.wikidata.org/wiki/Q612536","display_name":"Vector quantization","level":2,"score":0.585533082485199},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.5465674996376038},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4945048987865448},{"id":"https://openalex.org/C36372059","wikidata":"https://www.wikidata.org/wiki/Q376492","display_name":"HSL and HSV","level":3,"score":0.4555245339870453},{"id":"https://openalex.org/C40567965","wikidata":"https://www.wikidata.org/wiki/Q1820283","display_name":"Learning vector quantization","level":3,"score":0.44602668285369873},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4428729712963104},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.35825616121292114},{"id":"https://openalex.org/C1667742","wikidata":"https://www.wikidata.org/wiki/Q10927554","display_name":"Image retrieval","level":3,"score":0.2675427198410034},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12000772356987},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.09792119264602661},{"id":"https://openalex.org/C159047783","wikidata":"https://www.wikidata.org/wiki/Q7215","display_name":"Virology","level":1,"score":0.04301401972770691},{"id":"https://openalex.org/C2522874641","wikidata":"https://www.wikidata.org/wiki/Q808","display_name":"Virus","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.17706/jcp.13.12.1366-1384","is_oa":true,"landing_page_url":"https://doi.org/10.17706/jcp.13.12.1366-1384","pdf_url":"http://www.jcomputers.us/vol13/jcp1312-04.pdf","source":{"id":"https://openalex.org/S77894049","display_name":"Journal of Computers","issn_l":"1796-203X","issn":["1796-203X"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318660","host_organization_name":"Academy Publisher","host_organization_lineage":["https://openalex.org/P4310318660"],"host_organization_lineage_names":["Academy Publisher"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computers","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.17706/jcp.13.12.1366-1384","is_oa":true,"landing_page_url":"https://doi.org/10.17706/jcp.13.12.1366-1384","pdf_url":"http://www.jcomputers.us/vol13/jcp1312-04.pdf","source":{"id":"https://openalex.org/S77894049","display_name":"Journal of Computers","issn_l":"1796-203X","issn":["1796-203X"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318660","host_organization_name":"Academy Publisher","host_organization_lineage":["https://openalex.org/P4310318660"],"host_organization_lineage_names":["Academy Publisher"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computers","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320328515","display_name":"Lembaga Pengelola Dana Pendidikan","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2907917227.pdf","grobid_xml":"https://content.openalex.org/works/W2907917227.grobid-xml"},"referenced_works_count":59,"referenced_works":["https://openalex.org/W120635350","https://openalex.org/W968110725","https://openalex.org/W1503196035","https://openalex.org/W1508678212","https://openalex.org/W1516976162","https://openalex.org/W1555226701","https://openalex.org/W1568373088","https://openalex.org/W1607838481","https://openalex.org/W1654865708","https://openalex.org/W1787904675","https://openalex.org/W1973693867","https://openalex.org/W1978499120","https://openalex.org/W2007797741","https://openalex.org/W2016405781","https://openalex.org/W2023392737","https://openalex.org/W2024550919","https://openalex.org/W2056100761","https://openalex.org/W2092685308","https://openalex.org/W2101498401","https://openalex.org/W2109059049","https://openalex.org/W2113524479","https://openalex.org/W2120663665","https://openalex.org/W2124630991","https://openalex.org/W2130620320","https://openalex.org/W2130660124","https://openalex.org/W2138079527","https://openalex.org/W2148603752","https://openalex.org/W2148709878","https://openalex.org/W2161194498","https://openalex.org/W2185824571","https://openalex.org/W2186228570","https://openalex.org/W2189046952","https://openalex.org/W2265585912","https://openalex.org/W2275392766","https://openalex.org/W2284298999","https://openalex.org/W2311865135","https://openalex.org/W2315956820","https://openalex.org/W2335959168","https://openalex.org/W2345314779","https://openalex.org/W2358918457","https://openalex.org/W2374263241","https://openalex.org/W2465806673","https://openalex.org/W2519925461","https://openalex.org/W2538039981","https://openalex.org/W2623869610","https://openalex.org/W2626996083","https://openalex.org/W2778272154","https://openalex.org/W2787169680","https://openalex.org/W2888073794","https://openalex.org/W2914470814","https://openalex.org/W4237065586","https://openalex.org/W4246221278","https://openalex.org/W4285719527","https://openalex.org/W4300619116","https://openalex.org/W6604927048","https://openalex.org/W6629984606","https://openalex.org/W6656236589","https://openalex.org/W6673464344","https://openalex.org/W7071374342"],"related_works":["https://openalex.org/W1921936017","https://openalex.org/W2063660148","https://openalex.org/W4243803532","https://openalex.org/W1971071004","https://openalex.org/W2009716188","https://openalex.org/W1518380457","https://openalex.org/W2001985945","https://openalex.org/W1530525041","https://openalex.org/W2352648934","https://openalex.org/W4230688072"],"abstract_inverted_index":{"In":[0],"this":[1,82],"research":[2],"have":[3],"implemented":[4],"SVM":[5,52,57,123,191,199,203,212,251],"relevance":[6],"feedback":[7,65,69],"technique":[8,16,201],"in":[9,125],"HSV":[10,127],"quantization":[11],"for":[12],"CBIR.":[13],"The":[14,20,33,43,56,67,79,111,196,211,250],"proposed":[15],"has":[17],"two":[18],"stages.":[19],"first":[21],"stage":[22,45],"performs":[23],"image":[24,47],"retrieval":[25,48],"process":[26,49],"based":[27,50,62,143],"on":[28,51,63,94,107,144,152,159,177,190,260],"results":[29,154],"of":[30,81,90,102,114,122,135,155,198,208],"distance":[31,34],"measurement.":[32],"measurement":[35],"used":[36],"is":[37,46,60,84,173,186,202],"Jeffrey":[38],"Divergence":[39],"with":[40,247],"threshold":[41],"0.15.":[42],"second":[44,209],"RF":[53,58,124,192,200,204,213,252],"prediction":[54],"model.":[55],"model":[59,121],"formed":[61],"user-provided":[64],"images.":[66],"users'":[68],"images":[70],"are":[71,77,141],"labeled":[72],"as":[73],"positive":[74],"and":[75,98,148,266],"others":[76],"negative.":[78],"purpose":[80],"study":[83],"to":[85,272],"determine":[86],"the":[87,91,95,99,103,108,115,119,126,133,136,153,174,178,187,218,224,231,239,248,257,262,267,273],"best":[88,100,112,120,175,188,197,258],"value":[89,101,113,176,189,221,227,234,242,259,265,270],"constant":[92,104],"C":[93,182],"linear":[96,194],"kernel":[97,207,216,255],"(C,":[105,164],"G)":[106,165],"RBF":[109,179,206,215,254],"kernel.":[110,180,195],"constants":[116],"provided":[117],"generates":[118],"Quantization":[128],"method":[129],"so":[130],"that":[131,157,163],"improve":[132],"performance":[134],"CBIR":[137],"system.":[138],"Performance":[139],"measurements":[140],"evaluated":[142],"precision,":[145],"recall,":[146],"F-measure,":[147],"accuracy":[149,241],"values.":[150],"Based":[151],"experiments":[156],"conduct":[158],"Wang":[160],"dataset":[161],"obtained":[162],"=":[166,183],"(2":[167],"2.725":[168,171],",":[169],"2":[170,184],")":[172],"While":[181],"5.275":[185],"using":[193,205,214,253],"feedback.":[210],"increases":[217],"average":[219,225,232,240,263,268],"precision":[220],"by":[222],"3.02%,":[223],"recall":[226,264],"increasing":[228,235,243],"amount":[229,236,244],"171.48%,":[230],"F-Measure":[233,269],"80.34%,":[237],"while":[238],"1.99%":[245],"compared":[246,271],"baseline.":[249],"obtains":[256],"both":[261],"state-of-the-art.":[274]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}