{"id":"https://openalex.org/W4313147568","doi":"https://doi.org/10.34028/iajit/19/6/13","title":"Improved Superpixels Generation Algorithm for Qualified Graph-Based Technique","display_name":"Improved Superpixels Generation Algorithm for Qualified Graph-Based Technique","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4313147568","doi":"https://doi.org/10.34028/iajit/19/6/13"},"language":"en","primary_location":{"id":"doi:10.34028/iajit/19/6/13","is_oa":true,"landing_page_url":"https://doi.org/10.34028/iajit/19/6/13","pdf_url":null,"source":{"id":"https://openalex.org/S100666833","display_name":"The International Arab Journal of Information Technology","issn_l":"1683-3198","issn":["1683-3198","2309-4524"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4362726017","host_organization_name":"Zarqa University","host_organization_lineage":["https://openalex.org/P4362726017"],"host_organization_lineage_names":["Zarqa University"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Arab Journal of Information Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.34028/iajit/19/6/13","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008737845","display_name":"Asma Fejjari","orcid":"https://orcid.org/0000-0002-6349-1615"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Asma Fejjari","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048087454","display_name":"Karim Saheb Ettabaamars","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Karim Saheb Ettabaamars","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5085758758","display_name":"Ouajdi Korbaa","orcid":"https://orcid.org/0000-0003-4462-1805"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ouajdi Korbaa","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5008737845"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.11,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.48577834,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"19","issue":"6","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9969000220298767,"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":0.9969000220298767,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9021999835968018,"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/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.8706534504890442},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8164102435112},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5357147455215454},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.524089515209198},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.52276611328125},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5126523375511169},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.4906879663467407},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4761248230934143},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4595990777015686},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.43541663885116577},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.42279136180877686},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.384443074464798},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34116309881210327},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.1814897656440735},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.15062737464904785},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08390316367149353}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.8706534504890442},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8164102435112},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5357147455215454},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.524089515209198},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.52276611328125},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5126523375511169},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.4906879663467407},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4761248230934143},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4595990777015686},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.43541663885116577},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.42279136180877686},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.384443074464798},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34116309881210327},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.1814897656440735},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.15062737464904785},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08390316367149353},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.34028/iajit/19/6/13","is_oa":true,"landing_page_url":"https://doi.org/10.34028/iajit/19/6/13","pdf_url":null,"source":{"id":"https://openalex.org/S100666833","display_name":"The International Arab Journal of Information Technology","issn_l":"1683-3198","issn":["1683-3198","2309-4524"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4362726017","host_organization_name":"Zarqa University","host_organization_lineage":["https://openalex.org/P4362726017"],"host_organization_lineage_names":["Zarqa University"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Arab Journal of Information Technology","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.34028/iajit/19/6/13","is_oa":true,"landing_page_url":"https://doi.org/10.34028/iajit/19/6/13","pdf_url":null,"source":{"id":"https://openalex.org/S100666833","display_name":"The International Arab Journal of Information Technology","issn_l":"1683-3198","issn":["1683-3198","2309-4524"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4362726017","host_organization_name":"Zarqa University","host_organization_lineage":["https://openalex.org/P4362726017"],"host_organization_lineage_names":["Zarqa University"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Arab Journal of Information Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2139206670","https://openalex.org/W3018841469","https://openalex.org/W4240683824","https://openalex.org/W3211035526","https://openalex.org/W3154145980","https://openalex.org/W2031007444","https://openalex.org/W2389223724","https://openalex.org/W2010514871","https://openalex.org/W3176262399","https://openalex.org/W2797606508"],"abstract_inverted_index":{"Hyperspectral":[0],"images":[1],"(HSIs)":[2],"represent":[3],"an":[4,47,55,99,125,160],"important":[5,48,56,126],"source":[6],"of":[7,43,50,72,105,142,178,191],"information":[8,31],"in":[9,19],"the":[10,70,103,139,149,174,179,186,196,201,204,209],"remote":[11,73],"sensing":[12,74],"field.":[13],"Indeed,":[14],"HSIs,":[15],"which":[16],"collect":[17],"data":[18,45],"many":[20],"spectral":[21],"bands,":[22],"are":[23],"more":[24],"simple":[25],"interpretable":[26],"and":[27,46,63,85,193],"provide":[28],"a":[29,40,143],"detailed":[30],"about":[32],"interest":[33],"areas.":[34],"However,":[35],"hyperspectral":[36],"imaging":[37],"systems":[38],"generate":[39,118],"huge":[41],"amount":[42],"redundant":[44],"level":[49],"noise.":[51],"Dimensionality":[52],"reduction":[53,79],"is":[54],"task":[57],"that":[58,109,208],"attempts":[59],"to":[60,68,83,129,137,172],"reduce":[61,138],"dimensionality":[62,78],"remove":[64],"noise":[65],"so":[66],"as":[67,188],"enhance":[69],"accuracy":[71],"applications.":[75],"The":[76,182],"first":[77],"approaches":[80,117],"date":[81],"back":[82],"1970s,":[84],"various":[86],"model-based":[87],"methods":[88],"have":[89,110],"been":[90],"proposed":[91,183,205],"since":[92],"these":[93,121],"years.":[94],"This":[95],"field":[96],"has":[97],"known":[98],"increasing":[100],"attention":[101],"by":[102],"suggestion":[104],"graph":[106,115,145],"based":[107,116,146],"models":[108,122],"yielded":[111],"promising":[112,144],"results.":[113],"While":[114,199],"considerable":[119],"outputs,":[120],"require":[123],"often":[124],"processing":[127],"time":[128],"handle":[130],"data.":[131],"In":[132,155],"this":[133,156],"work,":[134],"we":[135,158],"aim":[136],"computational":[140,176,216],"burden":[141],"method":[147,211],"called":[148,164],"Modified":[150],"Schroedinger":[151],"Eigenmap":[152],"Projections":[153],"(MSEP).":[154],"respect,":[157],"suggest":[159],"efficient":[161],"superpixel":[162],"algorithm,":[163],"Improved":[165],"Simple":[166],"Linear":[167],"Iterative":[168],"Clustering":[169],"(Improved":[170],"SLIC),":[171],"lessen":[173],"heavy":[175],"load":[177],"MSEP":[180,197,210],"method.":[181],"approach":[184],"exploits":[185],"superpixels":[187],"inputs":[189],"instead":[190],"pixels;":[192],"then":[194],"runs":[195],"algorithm.":[198],"respecting":[200],"HSIs":[202],"properties,":[203],"scheme":[206],"illustrates":[207],"can":[212],"be":[213],"performed":[214],"with":[215],"efficiency.":[217]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
