{"id":"https://openalex.org/W3208976346","doi":"https://doi.org/10.32604/cmc.2022.021158","title":"Effective Video Summarization Approach Based on Visual Attention","display_name":"Effective Video Summarization Approach Based on Visual Attention","publication_year":2021,"publication_date":"2021-11-03","ids":{"openalex":"https://openalex.org/W3208976346","doi":"https://doi.org/10.32604/cmc.2022.021158","mag":"3208976346"},"language":"en","primary_location":{"id":"doi:10.32604/cmc.2022.021158","doi":"https://doi.org/10.32604/cmc.2022.021158","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2022.021158","pdf_url":"https://file.techscience.com/ueditor/files/cmc/TSP_CMC-71-1/TSP_CMC_21158/TSP_CMC_21158.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-20","russia-white-list-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://file.techscience.com/ueditor/files/cmc/TSP_CMC-71-1/TSP_CMC_21158/TSP_CMC_21158.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023929138","display_name":"G. Naga Chandrika","orcid":"https://orcid.org/0000-0002-8991-5930","observed_orcids":["https://orcid.org/0000-0002-8991-5930"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"G. Naga Chandrika","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066286669","display_name":"Khalid A. Alnowibet","orcid":"https://orcid.org/0000-0001-5760-0216","observed_orcids":["https://orcid.org/0000-0001-5760-0216"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Khalid Alnowibet","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008456520","display_name":"Sandeep Kautish","orcid":"https://orcid.org/0000-0001-5120-5741","observed_orcids":["https://orcid.org/0000-0001-5120-5741"]},"institutions":[{"id":"https://openalex.org/I2801349156","display_name":"University of Haripur","ror":"https://ror.org/05vtb1235","country_code":"PK","type":"education","lineage":["https://openalex.org/I2801349156"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"K. Sandeep Kautish","raw_affiliation_strings":["Department of Information Technology, The University of Haripur, Khyber Pakhtunkhwa, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, The University of Haripur, Khyber Pakhtunkhwa, Pakistan","institution_ids":["https://openalex.org/I2801349156"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033887787","display_name":"Edara Sreenivasa Reddy","orcid":"https://orcid.org/0000-0001-7347-2680","observed_orcids":["https://orcid.org/0000-0001-7347-2680"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"E. Sreenivasa Reddy","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087783908","display_name":"Adel Fahad Alrasheedi","orcid":"https://orcid.org/0000-0003-4492-1082","observed_orcids":["https://orcid.org/0000-0003-4492-1082"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Adel F. Alrasheedi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5072096736","display_name":"Ali Wagdy Mohamed","orcid":"https://orcid.org/0000-0002-5895-2632","observed_orcids":["https://orcid.org/0000-0002-5895-2632"]},"institutions":[{"id":"https://openalex.org/I2801349156","display_name":"University of Haripur","ror":"https://ror.org/05vtb1235","country_code":"PK","type":"education","lineage":["https://openalex.org/I2801349156"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Ali Wagdy Mohamed","raw_affiliation_strings":["Department of Information Technology, The University of Haripur, Khyber Pakhtunkhwa, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, The University of Haripur, Khyber Pakhtunkhwa, Pakistan","institution_ids":["https://openalex.org/I2801349156"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5008456520","https://openalex.org/A5072096736"],"corresponding_institution_ids":["https://openalex.org/I2801349156"],"apc_list":null,"apc_paid":null,"fwci":0.3818,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.51694062,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"71","issue":"1","first_page":"1427","last_page":"1442"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.9907000064849854,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9907000064849854,"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/T11605","display_name":"Visual Attention and Saliency Detection","score":0.006899999920278788,"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/T10741","display_name":"Video Coding and Compression Technologies","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/video-summarization","display_name":"video summarization","score":0.9990000128746033},{"id":"https://openalex.org/keywords/key-frame-extraction","display_name":"key frame extraction","score":0.8799999952316284},{"id":"https://openalex.org/keywords/visual-attention","display_name":"visual attention","score":0.7039999961853027},{"id":"https://openalex.org/keywords/temporal-gradient","display_name":"temporal gradient","score":0.9950000047683716},{"id":"https://openalex.org/keywords/optical-flow","display_name":"optical flow","score":0.7580000162124634},{"id":"https://openalex.org/keywords/discrete-cosine-transform","display_name":"discrete cosine transform","score":0.7519999742507935},{"id":"https://openalex.org/keywords/computational-efficiency","display_name":"computational efficiency","score":0.5929999947547913}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8670368790626526},{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.8454207181930542},{"id":"https://openalex.org/C2780139006","wikidata":"https://www.wikidata.org/wiki/Q1493902","display_name":"Key frame","level":3,"score":0.6438252329826355},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6209325194358826},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.5936644673347473},{"id":"https://openalex.org/C108154423","wikidata":"https://www.wikidata.org/wiki/Q1469792","display_name":"Salience (neuroscience)","level":2,"score":0.5702025294303894},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5477206707000732},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5257481336593628},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.499208927154541},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4441487193107605},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.4358952045440674},{"id":"https://openalex.org/C2221639","wikidata":"https://www.wikidata.org/wiki/Q2877","display_name":"Discrete cosine transform","level":3,"score":0.41747117042541504},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4130195379257202},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.40691858530044556},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3205358684062958},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.17917469143867493},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.32604/cmc.2022.021158","doi":"https://doi.org/10.32604/cmc.2022.021158","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2022.021158","pdf_url":"https://file.techscience.com/ueditor/files/cmc/TSP_CMC-71-1/TSP_CMC_21158/TSP_CMC_21158.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-20","russia-white-list-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"},{"id":"pmh:oai:qspace.qu.edu.qa:10576/37618","doi":null,"is_oa":false,"landing_page_url":"https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85118649034&origin=inward","pdf_url":null,"source":{"id":"https://openalex.org/S4306400014","display_name":"Qatar University QSpace (Qatar University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I60342839","host_organization_name":"Qatar University","host_organization_lineage":["https://openalex.org/I60342839"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":{"id":"doi:10.32604/cmc.2022.021158","doi":"https://doi.org/10.32604/cmc.2022.021158","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2022.021158","pdf_url":"https://file.techscience.com/ueditor/files/cmc/TSP_CMC-71-1/TSP_CMC_21158/TSP_CMC_21158.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-20","russia-white-list-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1237269716","display_name":null,"funder_award_id":"IRCC 2021-010.","funder_id":"https://openalex.org/F4320322472","funder_display_name":"Qatar University"},{"id":"https://openalex.org/G7636981832","display_name":null,"funder_award_id":"2021-010","funder_id":"https://openalex.org/F4320334468","funder_display_name":"Qatar National Library"},{"id":"https://openalex.org/G7717086037","display_name":null,"funder_award_id":"IRCC-2021-010","funder_id":"https://openalex.org/F4320334468","funder_display_name":"Qatar National Library"}],"funders":[{"id":"https://openalex.org/F4320322472","display_name":"Qatar University","ror":"https://ror.org/00yhnba62"},{"id":"https://openalex.org/F4320334468","display_name":"Qatar National Library","ror":"https://ror.org/02jv93662"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3208976346.pdf","grobid_xml":"https://content.openalex.org/works/W3208976346.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W123942013","https://openalex.org/W1770155283","https://openalex.org/W1791593905","https://openalex.org/W1892014006","https://openalex.org/W1975029397","https://openalex.org/W1987366351","https://openalex.org/W1989863986","https://openalex.org/W2008611008","https://openalex.org/W2010518354","https://openalex.org/W2019339419","https://openalex.org/W2028613966","https://openalex.org/W2037328649","https://openalex.org/W2061833242","https://openalex.org/W2085425470","https://openalex.org/W2094998392","https://openalex.org/W2111930625","https://openalex.org/W2117051369","https://openalex.org/W2120703069","https://openalex.org/W2121063440","https://openalex.org/W2126532873","https://openalex.org/W2134577448","https://openalex.org/W2138152473","https://openalex.org/W2138608979","https://openalex.org/W2139368870","https://openalex.org/W2150959567","https://openalex.org/W2154383686","https://openalex.org/W2156938472","https://openalex.org/W2162558265","https://openalex.org/W2168010558","https://openalex.org/W2170248718","https://openalex.org/W2316539885","https://openalex.org/W2514348320","https://openalex.org/W2518658597","https://openalex.org/W2559767675","https://openalex.org/W2559909572","https://openalex.org/W2900597592","https://openalex.org/W2986858483","https://openalex.org/W4212817947","https://openalex.org/W4234561751"],"related_works":["https://openalex.org/W4313118517","https://openalex.org/W1975029397","https://openalex.org/W2061833242","https://openalex.org/W2020619232","https://openalex.org/W2186918803","https://openalex.org/W2333760510","https://openalex.org/W2036142587","https://openalex.org/W2807089312","https://openalex.org/W2037433832","https://openalex.org/W4237634276"],"abstract_inverted_index":{"Video":[0],"summarization":[1],"is":[2,93,107,136],"applied":[3],"to":[4,57],"reduce":[5],"redundancy":[6],"and":[7,99,145,186],"develop":[8],"a":[9,83,132,155],"concise":[10],"representation":[11],"of":[12,67,120,154,161,174,179,191],"key":[13,41,193],"frames":[14,33,42,194],"in":[15,69,75,189],"the":[16,32,64,116,121,139,162,172,184,192],"video,":[17],"more":[18],"recently,":[19],"video":[20,61],"summaries":[21],"have":[22,55],"been":[23],"used":[24],"through":[25],"visual":[26,53,101,112,141,147],"attention":[27,46,54,102,148],"modeling.":[28],"In":[29,78,126],"these":[30],"schemes,":[31],"that":[34],"stand":[35],"out":[36],"visually":[37],"are":[38,150,164],"extracted":[39],"as":[40,196],"based":[43,85,95,114],"on":[44,86,96,115],"human":[45],"modeling":[47,52],"theories.":[48],"The":[49,104,143,176],"schemes":[50],"for":[51,60,138,171],"proven":[56],"be":[58],"effective":[59],"summaries.":[62],"Nevertheless,":[63],"high":[65,187],"cost":[66],"computing":[68],"such":[70],"techniques":[71,170],"restricts":[72],"their":[73],"usability":[74],"everyday":[76],"situations.":[77],"this":[79],"context,":[80],"we":[81],"propose":[82],"method":[84],"KFE":[87],"(key":[88],"frame":[89],"extraction)":[90],"technique,":[91],"which":[92],"recommended":[94],"an":[97,128],"efficient":[98,129],"accurate":[100],"model.":[103],"calculation":[105],"effort":[106],"minimized":[108],"by":[109,152],"utilizing":[110],"dynamic":[111,144],"highlighting":[113],"temporal":[117],"gradient":[118],"instead":[119],"traditional":[122],"optical":[123],"flow":[124],"techniques.":[125],"addition,":[127],"technique":[130],"using":[131],"discrete":[133],"cosine":[134],"transformation":[135],"utilized":[137],"static":[140,146],"salience.":[142],"metrics":[149],"merged":[151],"means":[153],"non-linear":[156],"weighted":[157],"fusion":[158],"technique.":[159],"Results":[160],"system":[163],"compared":[165],"with":[166],"some":[167],"existing":[168],"state-of-the-art":[169],"betterment":[173],"accuracy.":[175],"experimental":[177],"results":[178],"our":[180],"proposed":[181],"model":[182],"indicate":[183],"efficiency":[185],"standard":[188],"terms":[190],"extraction":[195],"output.":[197]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2021-11-08T00:00:00"}