{"id":"https://openalex.org/W4312970063","doi":"https://doi.org/10.1109/access.2022.3231579","title":"Pixel-Wise Classification of Hyperspectral Images With 1D Convolutional SVM Networks","display_name":"Pixel-Wise Classification of Hyperspectral Images With 1D Convolutional SVM Networks","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4312970063","doi":"https://doi.org/10.1109/access.2022.3231579"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3231579","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3231579","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09996412.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09996412.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058743866","display_name":"Mayar A. Shafaey","orcid":"https://orcid.org/0000-0002-3855-2850"},"institutions":[{"id":"https://openalex.org/I2801005815","display_name":"Egyptian e-Learning University","ror":"https://ror.org/045ms0x79","country_code":"EG","type":"education","lineage":["https://openalex.org/I2801005815"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Mayar A. Shafaey","raw_affiliation_strings":["Faculty of Computer and Information Technology, National Egyptian E-Learning University, Cairo, Egypt"],"raw_orcid":"https://orcid.org/0000-0002-3855-2850","affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Technology, National Egyptian E-Learning University, Cairo, Egypt","institution_ids":["https://openalex.org/I2801005815"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021389231","display_name":"Farid Melgani","orcid":"https://orcid.org/0000-0001-9745-3732"},"institutions":[{"id":"https://openalex.org/I193223587","display_name":"University of Trento","ror":"https://ror.org/05trd4x28","country_code":"IT","type":"education","lineage":["https://openalex.org/I193223587"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Farid Melgani","raw_affiliation_strings":["Department of Information Engineering and Computer Science, University of Trento, Trento, Italy"],"raw_orcid":"https://orcid.org/0000-0001-9745-3732","affiliations":[{"raw_affiliation_string":"Department of Information Engineering and Computer Science, University of Trento, Trento, Italy","institution_ids":["https://openalex.org/I193223587"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066592199","display_name":"Mohammed A.\u2010M. Salem","orcid":"https://orcid.org/0000-0003-1489-9830"},"institutions":[{"id":"https://openalex.org/I96823368","display_name":"German University in Cairo","ror":"https://ror.org/03rjt0z37","country_code":"EG","type":"education","lineage":["https://openalex.org/I96823368"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mohammed A.-M. Salem","raw_affiliation_strings":["Faculty of Media Engineering and Technology, German University in Cairo, Cairo, Egypt"],"raw_orcid":"https://orcid.org/0000-0003-1489-9830","affiliations":[{"raw_affiliation_string":"Faculty of Media Engineering and Technology, German University in Cairo, Cairo, Egypt","institution_ids":["https://openalex.org/I96823368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069147424","display_name":"Maryam N. Al-Berry","orcid":"https://orcid.org/0000-0001-7424-5869"},"institutions":[{"id":"https://openalex.org/I107720978","display_name":"Ain Shams University","ror":"https://ror.org/00cb9w016","country_code":"EG","type":"education","lineage":["https://openalex.org/I107720978"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Maryam N. Al-Berry","raw_affiliation_strings":["Faculty of Computer and Information Sciences, Ain Shams University, Cairo, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Sciences, Ain Shams University, Cairo, Egypt","institution_ids":["https://openalex.org/I107720978"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082073442","display_name":"Hala M. Ebied","orcid":"https://orcid.org/0000-0001-9843-842X"},"institutions":[{"id":"https://openalex.org/I107720978","display_name":"Ain Shams University","ror":"https://ror.org/00cb9w016","country_code":"EG","type":"education","lineage":["https://openalex.org/I107720978"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Hala M. Ebied","raw_affiliation_strings":["Faculty of Computer and Information Sciences, Ain Shams University, Cairo, Egypt"],"raw_orcid":"https://orcid.org/0000-0001-9843-842X","affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Sciences, Ain Shams University, Cairo, Egypt","institution_ids":["https://openalex.org/I107720978"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015496357","display_name":"El\u2010Sayed A. El\u2010Dahshan","orcid":"https://orcid.org/0000-0002-1221-0262"},"institutions":[{"id":"https://openalex.org/I107720978","display_name":"Ain Shams University","ror":"https://ror.org/00cb9w016","country_code":"EG","type":"education","lineage":["https://openalex.org/I107720978"]},{"id":"https://openalex.org/I2801005815","display_name":"Egyptian e-Learning University","ror":"https://ror.org/045ms0x79","country_code":"EG","type":"education","lineage":["https://openalex.org/I2801005815"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"El-Sayed A. El-Dahshan","raw_affiliation_strings":["Faculty of Computer and Information Technology, National Egyptian E-Learning University, Cairo, Egypt","Faculty of Science, Ain Shams University, Cairo, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Technology, National Egyptian E-Learning University, Cairo, Egypt","institution_ids":["https://openalex.org/I2801005815"]},{"raw_affiliation_string":"Faculty of Science, Ain Shams University, Cairo, Egypt","institution_ids":["https://openalex.org/I107720978"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011000412","display_name":"Mohamed F. Tolba","orcid":"https://orcid.org/0000-0003-3104-6418"},"institutions":[{"id":"https://openalex.org/I107720978","display_name":"Ain Shams University","ror":"https://ror.org/00cb9w016","country_code":"EG","type":"education","lineage":["https://openalex.org/I107720978"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mohamed F. Tolba","raw_affiliation_strings":["Faculty of Computer and Information Sciences, Ain Shams University, Cairo, Egypt"],"raw_orcid":"https://orcid.org/0000-0003-3104-6418","affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Sciences, Ain Shams University, Cairo, Egypt","institution_ids":["https://openalex.org/I107720978"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5058743866"],"corresponding_institution_ids":["https://openalex.org/I2801005815"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.9205,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.87450821,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"10","issue":null,"first_page":"133174","last_page":"133185"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":1.0,"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"}},{"id":"https://openalex.org/T13890","display_name":"Remote Sensing and Land Use","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9523000121116638,"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/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.9351416826248169},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7758299112319946},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7558132410049438},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.71334308385849},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.6689556837081909},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6269092559814453},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5867719054222107},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5598691701889038},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5464545488357544},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.5155008435249329},{"id":"https://openalex.org/keywords/image-resolution","display_name":"Image resolution","score":0.4464697241783142},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.4236643314361572},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3509605824947357},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3237570822238922},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.2863081693649292},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11371731758117676},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.0938366949558258},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.06574776768684387}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.9351416826248169},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7758299112319946},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7558132410049438},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.71334308385849},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.6689556837081909},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6269092559814453},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5867719054222107},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5598691701889038},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5464545488357544},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.5155008435249329},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.4464697241783142},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.4236643314361572},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3509605824947357},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3237570822238922},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2863081693649292},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11371731758117676},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0938366949558258},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.06574776768684387},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2022.3231579","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3231579","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09996412.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:fe93a73a8b95419e8de281098fd0d277","is_oa":false,"landing_page_url":"https://doaj.org/article/fe93a73a8b95419e8de281098fd0d277","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 10, Pp 133174-133185 (2022)","raw_type":"article"},{"id":"pmh:oai:iris.unitn.it:11572/372923","is_oa":true,"landing_page_url":"https://hdl.handle.net/11572/372923","pdf_url":null,"source":{"id":"https://openalex.org/S4306401913","display_name":"Institutional Research Information System (Universit\u00e0 degli Studi di Trento)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193223587","host_organization_name":"University of Trento","host_organization_lineage":["https://openalex.org/I193223587"],"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":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3231579","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3231579","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09996412.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.800000011920929,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4312970063.pdf","grobid_xml":"https://content.openalex.org/works/W4312970063.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W1507945332","https://openalex.org/W1521436688","https://openalex.org/W1963882359","https://openalex.org/W1970099214","https://openalex.org/W2108598243","https://openalex.org/W2118585731","https://openalex.org/W2128529555","https://openalex.org/W2151023338","https://openalex.org/W2151773573","https://openalex.org/W2341130385","https://openalex.org/W2500751094","https://openalex.org/W2519653196","https://openalex.org/W2528101551","https://openalex.org/W2548340849","https://openalex.org/W2625326743","https://openalex.org/W2772452219","https://openalex.org/W2792542990","https://openalex.org/W2799390666","https://openalex.org/W2884355450","https://openalex.org/W2886682357","https://openalex.org/W2889102127","https://openalex.org/W2894165434","https://openalex.org/W2897160171","https://openalex.org/W2914102041","https://openalex.org/W2941387379","https://openalex.org/W2945989246","https://openalex.org/W2963755276","https://openalex.org/W2986155021","https://openalex.org/W2990171020","https://openalex.org/W2992362859","https://openalex.org/W2999157894","https://openalex.org/W3009833230","https://openalex.org/W3012135036","https://openalex.org/W3094146903","https://openalex.org/W3102955142","https://openalex.org/W3122017985","https://openalex.org/W3134136658","https://openalex.org/W3138725786","https://openalex.org/W4205111810","https://openalex.org/W4281713813","https://openalex.org/W4284886685","https://openalex.org/W6677656871","https://openalex.org/W6679179291"],"related_works":["https://openalex.org/W2317401237","https://openalex.org/W1990800631","https://openalex.org/W2167120702","https://openalex.org/W2579567122","https://openalex.org/W2912065050","https://openalex.org/W3034421924","https://openalex.org/W2982536526","https://openalex.org/W4386858688","https://openalex.org/W4289655544","https://openalex.org/W2044092692"],"abstract_inverted_index":{"Nowadays,":[0],"remote":[1],"sensing":[2],"image":[3],"analysis":[4,58],"is":[5,95],"needed":[6],"in":[7,86],"various":[8],"important":[9],"tasks":[10],"such":[11],"as":[12],"city":[13],"planning,":[14],"land-use":[15],"classification,":[16],"agriculture":[17],"monitoring,":[18],"military":[19],"surveillance,":[20],"and":[21,103,136],"many":[22],"other":[23],"applications.":[24],"In":[25,90],"this":[26,91],"context,":[27],"hyperspectral":[28,60,101,126],"images":[29],"can":[30],"play":[31],"a":[32,42],"useful":[33],"role,":[34],"but":[35],"require":[36],"specific":[37],"handling.":[38],"This":[39],"paper":[40],"presents":[41],"convolutional":[43],"neural":[44],"network":[45,94,146],"based":[46],"on":[47,79,123],"one-dimensional":[48,100],"support":[49],"vector":[50],"machine":[51],"(SVM)":[52],"convolution":[53,88],"operations":[54],"(1D-CSVM)":[55],"for":[56,68,150],"the":[57,69,87,93,115,144],"of":[59,71],"images.":[61,76],"SVM-based":[62],"CNN":[63],"(CSVM)":[64],"was":[65],"introduced":[66],"first":[67],"classification":[70],"high":[72],"spatial":[73,117],"resolution":[74],"RGB":[75],"It":[77,107],"relies":[78],"linear":[80],"SVMs":[81],"to":[82,97,141,158],"create":[83],"filter":[84],"banks":[85],"layers.":[89],"work,":[92],"modified":[96],"cope":[98],"with":[99,154],"signatures":[102],"perform":[104],"pixel-based":[105],"classification.":[106],"thus":[108],"analyzes":[109],"each":[110],"pixel":[111,116],"spectrum":[112],"independently":[113],"from":[114],"neighborhood.":[118],"Experiments":[119],"were":[120],"carried":[121],"out":[122],"four":[124],"benchmark":[125],"datasets,":[127,153],"Salinas-A,":[128],"Kennedy":[129],"Space":[130],"Center":[131],"(KSC),":[132],"Indian":[133],"Pines":[134],"(IP)":[135],"Pavia":[137],"University":[138],"(Pavia-U).":[139],"Compared":[140],"state-of-the-art":[142],"models,":[143],"proposed":[145],"produces":[147],"promising":[148],"results":[149],"all":[151],"tested":[152],"an":[155],"accuracy":[156],"up":[157],"99.76%.":[159]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":5}],"updated_date":"2026-05-10T08:33:47.465468","created_date":"2025-10-10T00:00:00"}
