{"id":"https://openalex.org/W2971202647","doi":"https://doi.org/10.1109/icip.2019.8803639","title":"Learning Hierarchical Self-Attention for Video Summarization","display_name":"Learning Hierarchical Self-Attention for Video Summarization","publication_year":2019,"publication_date":"2019-08-26","ids":{"openalex":"https://openalex.org/W2971202647","doi":"https://doi.org/10.1109/icip.2019.8803639","mag":"2971202647"},"language":"en","primary_location":{"id":"doi:10.1109/icip.2019.8803639","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip.2019.8803639","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Image Processing (ICIP)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5013385312","display_name":"Yen\u2010Ting Liu","orcid":"https://orcid.org/0000-0002-5768-0516"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yen-Ting Liu","raw_affiliation_strings":["National Taiwan University, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015746504","display_name":"Yu-Jhe Li","orcid":null},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Jhe Li","raw_affiliation_strings":["National Taiwan University, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032964198","display_name":"Fu-En Yang","orcid":"https://orcid.org/0000-0003-0102-7101"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Fu-En Yang","raw_affiliation_strings":["National Taiwan University, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006478379","display_name":"Shang\u2010Fu Chen","orcid":"https://orcid.org/0000-0001-5467-288X"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shang-Fu Chen","raw_affiliation_strings":["National Taiwan University, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090045508","display_name":"Yu-Chiang Frank Wang","orcid":"https://orcid.org/0000-0002-2333-157X"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Chiang Frank Wang","raw_affiliation_strings":["National Taiwan University, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I16733864"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":60,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3377","last_page":"3381"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":1.0,"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":1.0,"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/T11309","display_name":"Music and Audio Processing","score":0.9955000281333923,"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"}},{"id":"https://openalex.org/T12720","display_name":"Multimedia Communication and Technology","score":0.9740999937057495,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/automatic-summarization","display_name":"Automatic summarization","score":0.9778028130531311},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8809342384338379},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6647441387176514},{"id":"https://openalex.org/keywords/video-retrieval","display_name":"Video retrieval","score":0.4819790720939636},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4764940142631531},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4650750160217285},{"id":"https://openalex.org/keywords/video-tracking","display_name":"Video tracking","score":0.4239356517791748},{"id":"https://openalex.org/keywords/video-processing","display_name":"Video processing","score":0.3855447769165039},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3474246859550476},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.12222802639007568}],"concepts":[{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.9778028130531311},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8809342384338379},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6647441387176514},{"id":"https://openalex.org/C2983174267","wikidata":"https://www.wikidata.org/wiki/Q3775098","display_name":"Video retrieval","level":2,"score":0.4819790720939636},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4764940142631531},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4650750160217285},{"id":"https://openalex.org/C202474056","wikidata":"https://www.wikidata.org/wiki/Q1931635","display_name":"Video tracking","level":3,"score":0.4239356517791748},{"id":"https://openalex.org/C65483669","wikidata":"https://www.wikidata.org/wiki/Q3536669","display_name":"Video processing","level":2,"score":0.3855447769165039},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3474246859550476},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.12222802639007568},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icip.2019.8803639","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip.2019.8803639","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Image Processing (ICIP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1924343884","https://openalex.org/W2529272619","https://openalex.org/W2737677090","https://openalex.org/W2752333386","https://openalex.org/W2766630207","https://openalex.org/W2798970487","https://openalex.org/W2895758197","https://openalex.org/W2902616437","https://openalex.org/W2963322247","https://openalex.org/W2963403868","https://openalex.org/W2963919999","https://openalex.org/W2964158702","https://openalex.org/W4292928772","https://openalex.org/W4295253143","https://openalex.org/W4385245566","https://openalex.org/W6640109428","https://openalex.org/W6713349023","https://openalex.org/W6728272395","https://openalex.org/W6739901393","https://openalex.org/W6751097180","https://openalex.org/W6751495912","https://openalex.org/W6754848169"],"related_works":["https://openalex.org/W2793113313","https://openalex.org/W2024657421","https://openalex.org/W2541183385","https://openalex.org/W2555068190","https://openalex.org/W3214161096","https://openalex.org/W2049559421","https://openalex.org/W2136567252","https://openalex.org/W1853460130","https://openalex.org/W2121704125","https://openalex.org/W2082174472"],"abstract_inverted_index":{"Video":[0],"summarization":[1,40,98],"still":[2],"remains":[3],"a":[4,26,53],"challenging":[5],"task.":[6],"Due":[7],"to":[8,90],"sufficient":[9],"video":[10,32,39,97],"data":[11],"on":[12],"the":[13,21,43,47,63,88,92,96,110],"Internet,":[14],"such":[15],"task":[16],"draws":[17],"significant":[18],"attention":[19,69,74,83],"in":[20,95],"vision":[22],"community":[23],"and":[24,67,106],"benefits":[25],"wide":[27],"range":[28],"of":[29,112],"applications,":[30],"e.g.,":[31],"retrieval,":[33],"search,":[34],"etc.":[35],"To":[36],"effectively":[37],"perform":[38],"by":[41],"deriving":[42],"keyframes":[44],"which":[45,61,100,115],"represent":[46],"given":[48],"input":[49],"video,":[50],"we":[51,85],"propose":[52],"novel":[54],"framework":[55],"named":[56],"Hierarchical":[57],"Multi-Attention":[58],"Network":[59],"(H-MAN)":[60],"comprises":[62],"shot-level":[64],"reconstruction":[65],"model":[66,75],"multi-head":[68],"model.":[70],"While":[71],"our":[72,113],"designed":[73],"is":[76],"two-stage":[77],"hierarchical":[78],"structure":[79],"for":[80],"producing":[81],"various":[82],"maps,":[84],"are":[86],"among":[87],"first":[89],"utilize":[91],"multi-attention":[93],"mechanism":[94],"task,":[99],"brings":[101],"improved":[102],"performance.":[103],"The":[104],"quantitative":[105],"qualitative":[107],"results":[108],"demonstrate":[109],"effectiveness":[111],"model,":[114],"performs":[116],"favorably":[117],"against":[118],"state-of-the-art":[119],"approaches.":[120]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}