{"id":"https://openalex.org/W2900419615","doi":"https://doi.org/10.1109/icmcs.2018.8525880","title":"NLP-Enriched Automatic Video Segmentation","display_name":"NLP-Enriched Automatic Video Segmentation","publication_year":2018,"publication_date":"2018-05-01","ids":{"openalex":"https://openalex.org/W2900419615","doi":"https://doi.org/10.1109/icmcs.2018.8525880","mag":"2900419615"},"language":"en","primary_location":{"id":"doi:10.1109/icmcs.2018.8525880","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmcs.2018.8525880","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 6th International Conference on Multimedia Computing and Systems (ICMCS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018942334","display_name":"Mohannad AlMousa","orcid":"https://orcid.org/0000-0003-0087-1941"},"institutions":[{"id":"https://openalex.org/I72541430","display_name":"Lakehead University","ror":"https://ror.org/023p7mg82","country_code":"CA","type":"education","lineage":["https://openalex.org/I72541430"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Mohannad AlMousa","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Lakehead University, Thunder Bay, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Lakehead University, Thunder Bay, ON, Canada","institution_ids":["https://openalex.org/I72541430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008218083","display_name":"Rachid Benlamri","orcid":"https://orcid.org/0000-0001-5146-2326"},"institutions":[{"id":"https://openalex.org/I72541430","display_name":"Lakehead University","ror":"https://ror.org/023p7mg82","country_code":"CA","type":"education","lineage":["https://openalex.org/I72541430"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Rachid Benlamri","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Lakehead University, Thunder Bay, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Lakehead University, Thunder Bay, ON, Canada","institution_ids":["https://openalex.org/I72541430"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065888080","display_name":"Richard Khoury","orcid":"https://orcid.org/0000-0001-8237-4548"},"institutions":[{"id":"https://openalex.org/I72541430","display_name":"Lakehead University","ror":"https://ror.org/023p7mg82","country_code":"CA","type":"education","lineage":["https://openalex.org/I72541430"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Richard Khoury","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Lakehead University, Thunder Bay, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Lakehead University, Thunder Bay, ON, Canada","institution_ids":["https://openalex.org/I72541430"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5018942334"],"corresponding_institution_ids":["https://openalex.org/I72541430"],"apc_list":null,"apc_paid":null,"fwci":0.4178,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.67874493,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.9998000264167786,"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":0.9998000264167786,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9940000176429749,"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":0.9819999933242798,"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/computer-science","display_name":"Computer science","score":0.8693113327026367},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.6216187477111816},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6174716353416443},{"id":"https://openalex.org/keywords/cosine-similarity","display_name":"Cosine similarity","score":0.5672285556793213},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5243977904319763},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.5014224052429199},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4666692316532135},{"id":"https://openalex.org/keywords/video-browsing","display_name":"Video browsing","score":0.4595010280609131},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4502866864204407},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4463476538658142},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.44026926159858704},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.41018372774124146},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.32574883103370667},{"id":"https://openalex.org/keywords/video-processing","display_name":"Video processing","score":0.2781970500946045},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.2520095705986023},{"id":"https://openalex.org/keywords/video-tracking","display_name":"Video tracking","score":0.19477659463882446}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8693113327026367},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.6216187477111816},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6174716353416443},{"id":"https://openalex.org/C2780762811","wikidata":"https://www.wikidata.org/wiki/Q1784941","display_name":"Cosine similarity","level":3,"score":0.5672285556793213},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5243977904319763},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.5014224052429199},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4666692316532135},{"id":"https://openalex.org/C2775856596","wikidata":"https://www.wikidata.org/wiki/Q25141683","display_name":"Video browsing","level":4,"score":0.4595010280609131},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4502866864204407},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4463476538658142},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.44026926159858704},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.41018372774124146},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.32574883103370667},{"id":"https://openalex.org/C65483669","wikidata":"https://www.wikidata.org/wiki/Q3536669","display_name":"Video processing","level":2,"score":0.2781970500946045},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2520095705986023},{"id":"https://openalex.org/C202474056","wikidata":"https://www.wikidata.org/wiki/Q1931635","display_name":"Video tracking","level":3,"score":0.19477659463882446},{"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/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icmcs.2018.8525880","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmcs.2018.8525880","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 6th International Conference on Multimedia Computing and Systems (ICMCS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8700000047683716,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2004245410","https://openalex.org/W2026205307","https://openalex.org/W2079984076","https://openalex.org/W2099281785","https://openalex.org/W2103953844","https://openalex.org/W2118212114","https://openalex.org/W2161925879","https://openalex.org/W2186721211","https://openalex.org/W2304421473","https://openalex.org/W2470407497","https://openalex.org/W2502773143","https://openalex.org/W2521668469","https://openalex.org/W2596075132","https://openalex.org/W4233827770","https://openalex.org/W6677678350","https://openalex.org/W6724586581"],"related_works":["https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W1590307681","https://openalex.org/W4312814274","https://openalex.org/W4285370786","https://openalex.org/W2296488620","https://openalex.org/W2358353312","https://openalex.org/W2353836703","https://openalex.org/W41015297","https://openalex.org/W4280645561"],"abstract_inverted_index":{"E-learning":[0],"environments":[1],"are":[2],"heavily":[3],"dependent":[4],"on":[5],"videos":[6],"as":[7,37],"the":[8,17,26,50,81,85,102,114,118,123],"main":[9],"media":[10],"to":[11,14,63,74,95,113],"deliver":[12],"lectures":[13,66],"learners.":[15],"Despite":[16],"merits":[18],"of":[19,52,87,136],"video-based":[20,53],"lectures,":[21],"new":[22],"challenges":[23],"can":[24],"paralyze":[25],"learning":[27],"process.":[28],"Challenges":[29],"that":[30],"deal":[31],"with":[32],"video":[33,65,134],"content":[34],"accessibility,":[35],"such":[36],"searching,":[38],"retrieving,":[39],"explaining,":[40],"matching,":[41],"organizing,":[42],"and":[43,67,90,116],"even":[44],"summarizing":[45],"these":[46],"contents,":[47],"significantly":[48],"limit":[49],"potential":[51],"learning.":[54],"In":[55],"this":[56],"paper,":[57],"we":[58,107],"propose":[59],"a":[60,137],"novel":[61],"approach":[62],"segment":[64],"integrate":[68],"Natural":[69],"Language":[70],"Processing":[71],"(NLP)":[72],"tasks":[73],"extract":[75],"key":[76],"linguistic":[77],"features":[78,92],"exist":[79],"within":[80],"video.":[82,105,124],"We":[83],"exploit":[84],"benefits":[86],"visual,":[88],"audio,":[89],"textual":[91],"in":[93,122],"order":[94],"create":[96],"comprehensive":[97],"temporal":[98],"feature":[99],"vectors":[100],"for":[101],"enhanced":[103],"segmented":[104],"Afterwards,":[106],"apply":[108],"an":[109,130],"NLP":[110],"cosine":[111],"similarity":[112],"cluster":[115],"identify":[117],"various":[119],"topics":[120],"presented":[121],"The":[125],"final":[126],"product":[127],"would":[128],"be":[129],"indexed,":[131],"vector-based":[132],"searchable":[133],"segments":[135],"specific":[138],"topic/subtopic.":[139]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}