{"id":"https://openalex.org/W2016127193","doi":"https://doi.org/10.1117/12.977182","title":"SVM texture classification for tropical vegetation mapping","display_name":"SVM texture classification for tropical vegetation mapping","publication_year":2012,"publication_date":"2012-11-09","ids":{"openalex":"https://openalex.org/W2016127193","doi":"https://doi.org/10.1117/12.977182","mag":"2016127193"},"language":"en","primary_location":{"id":"doi:10.1117/12.977182","doi":"https://doi.org/10.1117/12.977182","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.977182","pdf_url":null,"source":{"id":"https://openalex.org/S183492911","display_name":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","issn_l":"0277-786X","issn":["0277-786X","1996-756X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","norway-1"],"host_organization":"https://openalex.org/P4310315543","host_organization_name":"SPIE","host_organization_lineage":["https://openalex.org/P4310315543"],"host_organization_lineage_names":["SPIE"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SPIE Proceedings","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-03791069","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049549339","display_name":"S\u00e9bastien Chabrier","orcid":"https://orcid.org/0000-0003-2658-5433","observed_orcids":["https://orcid.org/0000-0003-2658-5433"]},"institutions":[{"id":"https://openalex.org/I86908984","display_name":"University of French Polynesia","ror":"https://ror.org/03ay59x86","country_code":"PF","type":"education","lineage":["https://openalex.org/I86908984"]}],"countries":["PF"],"is_corresponding":false,"raw_author_name":"Sebastien Chabrier","raw_affiliation_strings":["Univ. de la Polyn\u00e9sie Fran\u00e7aise (French Polynesia)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. de la Polyn\u00e9sie Fran\u00e7aise (French Polynesia)","institution_ids":["https://openalex.org/I86908984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042908689","display_name":"Beno\u00eet Stoll","orcid":"https://orcid.org/0000-0002-3668-2600","observed_orcids":["https://orcid.org/0000-0002-3668-2600"]},"institutions":[{"id":"https://openalex.org/I86908984","display_name":"University of French Polynesia","ror":"https://ror.org/03ay59x86","country_code":"PF","type":"education","lineage":["https://openalex.org/I86908984"]}],"countries":["PF"],"is_corresponding":false,"raw_author_name":"Benoit Stoll","raw_affiliation_strings":["Univ. de la Polyn\u00e9sie Fran\u00e7aise (French Polynesia)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. de la Polyn\u00e9sie Fran\u00e7aise (French Polynesia)","institution_ids":["https://openalex.org/I86908984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089968676","display_name":"Jean-Baptiste Goujon","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210149659","display_name":"\u00c9cole Sup\u00e9rieure d'\u00c9lectronique de l'Ouest","ror":"https://ror.org/04nx9ps90","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210149659"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jean-Baptiste Goujon","raw_affiliation_strings":["ESEO (France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ESEO (France)","institution_ids":["https://openalex.org/I4210149659"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2218,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.43629138,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":93},"biblio":{"volume":"8527","issue":null,"first_page":"85270E","last_page":"85270E"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9984999895095825,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9984999895095825,"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/T13890","display_name":"Remote Sensing and Land Use","score":0.0006000000284984708,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.00019999999494757503,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/texture-classification","display_name":"texture classification","score":0.781000018119812},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.7570000290870667},{"id":"https://openalex.org/keywords/quickbird-imagery","display_name":"QuickBird imagery","score":0.7649999856948853},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"dimensionality reduction","score":0.9710000157356262},{"id":"https://openalex.org/keywords/french-polynesia","display_name":"French Polynesia","score":0.7400000095367432},{"id":"https://openalex.org/keywords/vegetation-cover","display_name":"vegetation cover","score":0.6019999980926514}],"concepts":[{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.6971868872642517},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6426351070404053},{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.6132974028587341},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5620666146278381},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5558322072029114},{"id":"https://openalex.org/C160174412","wikidata":"https://www.wikidata.org/wiki/Q873806","display_name":"Thumbnail","level":3,"score":0.5247902274131775},{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.49097636342048645},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.46398523449897766},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43879812955856323},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4214032292366028},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.41475600004196167},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3820599615573883},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.2334519624710083},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.16343045234680176},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1117/12.977182","doi":"https://doi.org/10.1117/12.977182","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.977182","pdf_url":null,"source":{"id":"https://openalex.org/S183492911","display_name":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","issn_l":"0277-786X","issn":["0277-786X","1996-756X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","norway-1"],"host_organization":"https://openalex.org/P4310315543","host_organization_name":"SPIE","host_organization_lineage":["https://openalex.org/P4310315543"],"host_organization_lineage_names":["SPIE"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SPIE Proceedings","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-03791069v1","doi":null,"is_oa":true,"landing_page_url":"https://hal.science/hal-03791069","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of SPIE, the International Society for Optical Engineering, 2012, Multispectral, Hyperspectral, and Ultraspectral Remote Sensing Technology, 8527, ⟨10.1117/12.977182⟩","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-03791069v1","doi":null,"is_oa":true,"landing_page_url":"https://hal.science/hal-03791069","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of SPIE, the International Society for Optical Engineering, 2012, Multispectral, Hyperspectral, and Ultraspectral Remote Sensing Technology, 8527, ⟨10.1117/12.977182⟩","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2020441117","https://openalex.org/W2044465660","https://openalex.org/W2063907334","https://openalex.org/W2114993363","https://openalex.org/W2148603752","https://openalex.org/W4255175725","https://openalex.org/W4300902031"],"related_works":["https://openalex.org/W2126671526","https://openalex.org/W1997091620","https://openalex.org/W759879073","https://openalex.org/W2388536836","https://openalex.org/W2098862343","https://openalex.org/W2064533877","https://openalex.org/W1999860290","https://openalex.org/W1990546524","https://openalex.org/W174363021","https://openalex.org/W4296100801"],"abstract_inverted_index":{"Nowadays,":[0],"remote":[1],"sensing":[2],"is":[3,23,96,115,121,175,229],"an":[4,78,99,160],"essential":[5],"science":[6],"in":[7,87,199],"French":[8],"Polynesia":[9],"because":[10],"of":[11,18,93,110,148,169,179,243],"its":[12,19,33],"extended":[13],"territory":[14],"and":[15,32,69,166,192,233],"the":[16,29,65,83,111,116,124,149,156,164,167,170,176,180,194,203,207,213,222,234],"remoteness":[17],"120":[20],"islands.":[21],"There":[22],"a":[24,145,241],"strong":[25],"need":[26],"to":[27,51,76,81,97,123,137,154,190,201,248],"study":[28,214],"vegetation":[30,66,85,107,132],"cover":[31],"evolution":[34],"(biodiversity":[35],"threat,":[36],"invasive":[37],"species,":[38],"etc.).":[39],"A":[40],"growing":[41],"satellite":[42],"images":[43,56],"database":[44],"has":[45,74],"been":[46],"acquired":[47],"throughout,":[48],"giving":[49],"access":[50],"very":[52,138],"high":[53,177],"resolution":[54],"optical":[55],"such":[57],"as":[58,238,240],"Quickbird":[59],"data.":[60],"These":[61],"data":[62],"allow":[63],"accessing":[64],"canopy":[67],"spectral":[68],"contextual":[70],"information,":[71],"texture":[72,112,126],"classification":[73,103,208],"proved":[75],"be":[77],"efficient":[79],"tool":[80],"map":[82],"complex":[84,130],"found":[86],"tropical":[88,106,131],"regions.":[89],"The":[90,172,226],"main":[91],"goal":[92],"this":[94,134],"paper":[95],"propose":[98,153,189],"optimized":[100],"SVM":[101,223],"multispectral-texture":[102],"method":[104,228],"for":[105],"mapping.":[108],"One":[109],"computation":[113],"drawbacks":[114],"window":[117],"treatment":[118],"size,":[119],"which":[120],"related":[122],"largest":[125],"element":[127],"size.":[128],"In":[129],"cover,":[133],"parameter":[135],"leads":[136],"small":[139],"ground":[140],"truth":[141],"learning":[142,224],"database,":[143],"inducing":[144],"significant":[146],"degradation":[147],"classifications":[150],"accuracy.":[151,209],"We":[152,187,210],"increase":[155],"thumbnail":[157],"numbers":[158],"using":[159],"under-sampling":[161],"method,":[162],"optimizing":[163],"size":[165],"number":[168],"thumbnails.":[171],"other":[173],"drawback":[174],"dimensionality":[178,204],"problem":[181],"when":[182],"dealing":[183],"with":[184],"multispectral":[185],"textures.":[186],"thus":[188],"rank":[191],"select":[193],"most":[195],"pertinent":[196],"textures":[197],"attributes":[198],"order":[200],"reduce":[202],"without":[205],"reducing":[206],"first":[211],"introduce":[212],"context,":[215],"before":[216,247],"exposing":[217],"preliminary":[218],"studies":[219],"on":[220],"tuning":[221],"method.":[225],"adapted":[227],"then":[230],"accurately":[231],"exposed":[232],"interesting":[235],"experimental":[236],"results":[237],"well":[239],"sample":[242],"applications":[244],"are":[245],"presented":[246],"conclude.":[249]},"counts_by_year":[{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-10-25T09:29:13.331239","created_date":"2016-06-24T00:00:00"}