{"id":"https://openalex.org/W4402067443","doi":"https://doi.org/10.1007/s00371-024-03601-1","title":"TP-LSM: visual temporal pyramidal time modeling network to multi-label action detection in image-based AI","display_name":"TP-LSM: visual temporal pyramidal time modeling network to multi-label action detection in image-based AI","publication_year":2024,"publication_date":"2024-08-30","ids":{"openalex":"https://openalex.org/W4402067443","doi":"https://doi.org/10.1007/s00371-024-03601-1"},"language":"en","primary_location":{"id":"doi:10.1007/s00371-024-03601-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03601-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03601-1.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03601-1.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090793741","display_name":"Haojie Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haojie Gao","raw_affiliation_strings":["School of Computer Science and Engineer, Ocean University of China, Qing Dao, 266100, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineer, Ocean University of China, Qing Dao, 266100, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064641785","display_name":"Peishun Liu","orcid":"https://orcid.org/0000-0002-7746-8061"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Peishun Liu","raw_affiliation_strings":["School of Computer Science and Engineer, Ocean University of China, Qing Dao, 266100, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineer, Ocean University of China, Qing Dao, 266100, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100747580","display_name":"Xiaolong Ma","orcid":"https://orcid.org/0000-0002-1532-3019"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaolong Ma","raw_affiliation_strings":["School of Computer Science and Engineer, Ocean University of China, Qing Dao, 266100, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineer, Ocean University of China, Qing Dao, 266100, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113325374","display_name":"Zikang Yan","orcid":null},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zikang Yan","raw_affiliation_strings":["School of Computer Science and Engineer, Ocean University of China, Qing Dao, 266100, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineer, Ocean University of China, Qing Dao, 266100, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008472627","display_name":"Ningning Ma","orcid":"https://orcid.org/0000-0003-4628-8831"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ningning Ma","raw_affiliation_strings":["School of Computer Science and Engineer, Ocean University of China, Qing Dao, 266100, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineer, Ocean University of China, Qing Dao, 266100, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005470600","display_name":"Wenqiang Liu","orcid":"https://orcid.org/0000-0002-0288-7149"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenqiang Liu","raw_affiliation_strings":["School of Computer Science and Engineer, Ocean University of China, Qing Dao, 266100, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineer, Ocean University of China, Qing Dao, 266100, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074231575","display_name":"Xuefang Wang","orcid":"https://orcid.org/0000-0001-8104-4408"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuefang Wang","raw_affiliation_strings":["School of Mathematical Sciences, Ocean University of China, Qing Dao, 266100, China"],"affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences, Ocean University of China, Qing Dao, 266100, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030275496","display_name":"Ruichun Tang","orcid":"https://orcid.org/0000-0002-6186-561X"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruichun Tang","raw_affiliation_strings":["School of Computer Science and Engineer, Ocean University of China, Qing Dao, 266100, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineer, Ocean University of China, Qing Dao, 266100, China","institution_ids":["https://openalex.org/I59028903"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5064641785"],"corresponding_institution_ids":["https://openalex.org/I59028903"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13166986,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"41","issue":"5","first_page":"3263","last_page":"3281"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","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/T10812","display_name":"Human Pose and Action Recognition","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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9976999759674072,"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":0.6299633979797363},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5596870183944702},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.48271438479423523},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.44966921210289},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4367961287498474},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4268924593925476},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics","score":0.4251830577850342},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.3369115889072418},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.05893892049789429}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6299633979797363},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5596870183944702},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.48271438479423523},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.44966921210289},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4367961287498474},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4268924593925476},{"id":"https://openalex.org/C77660652","wikidata":"https://www.wikidata.org/wiki/Q150971","display_name":"Computer graphics","level":2,"score":0.4251830577850342},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.3369115889072418},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.05893892049789429},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00371-024-03601-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03601-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03601-1.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s00371-024-03601-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03601-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03601-1.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6332156111","display_name":null,"funder_award_id":"2022YFB3305803","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7356766065","display_name":null,"funder_award_id":"No.2022YFB3305803","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320333063","display_name":"Stanford Bio-X","ror":"https://ror.org/00f54p054"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402067443.pdf","grobid_xml":"https://content.openalex.org/works/W4402067443.grobid-xml"},"referenced_works_count":63,"referenced_works":["https://openalex.org/W1522734439","https://openalex.org/W1576514601","https://openalex.org/W2156983007","https://openalex.org/W2292288263","https://openalex.org/W2337252826","https://openalex.org/W2550143307","https://openalex.org/W2565639579","https://openalex.org/W2894950214","https://openalex.org/W2904083233","https://openalex.org/W2962677524","https://openalex.org/W2962722475","https://openalex.org/W2962876901","https://openalex.org/W2963247196","https://openalex.org/W2963341956","https://openalex.org/W2963400312","https://openalex.org/W2963524571","https://openalex.org/W2963874033","https://openalex.org/W2963925437","https://openalex.org/W2964274041","https://openalex.org/W2983918066","https://openalex.org/W2990503944","https://openalex.org/W2994508843","https://openalex.org/W3002181557","https://openalex.org/W3034572008","https://openalex.org/W3034623254","https://openalex.org/W3048048346","https://openalex.org/W3049559932","https://openalex.org/W3081564062","https://openalex.org/W3095669214","https://openalex.org/W3097033071","https://openalex.org/W3120364173","https://openalex.org/W3128626728","https://openalex.org/W3132607382","https://openalex.org/W3138516171","https://openalex.org/W3145586615","https://openalex.org/W3173459793","https://openalex.org/W3175357208","https://openalex.org/W3175515048","https://openalex.org/W3176212189","https://openalex.org/W3176444885","https://openalex.org/W3189800722","https://openalex.org/W4214673031","https://openalex.org/W4226270831","https://openalex.org/W4281649395","https://openalex.org/W4287736032","https://openalex.org/W4297830767","https://openalex.org/W4297895589","https://openalex.org/W4302275239","https://openalex.org/W4308152639","https://openalex.org/W4312508181","https://openalex.org/W4321488262","https://openalex.org/W4372266779","https://openalex.org/W4377193792","https://openalex.org/W4377235208","https://openalex.org/W4381333121","https://openalex.org/W4382796018","https://openalex.org/W4386076085","https://openalex.org/W4387004008","https://openalex.org/W4390190264","https://openalex.org/W4391032501","https://openalex.org/W4391070287","https://openalex.org/W4391953443","https://openalex.org/W4403002935"],"related_works":["https://openalex.org/W2319989118","https://openalex.org/W1503820821","https://openalex.org/W2285491073","https://openalex.org/W1991998366","https://openalex.org/W3112751614","https://openalex.org/W1995979513","https://openalex.org/W4249185555","https://openalex.org/W1999937205","https://openalex.org/W2517707608","https://openalex.org/W2144683202"],"abstract_inverted_index":{"Dense":[0],"multi-label":[1,83,96,155],"action":[2,37,65,84,98],"detection":[3,138],"is":[4,34,40,183],"a":[5,70],"challenging":[6],"task":[7],"in":[8,19,57],"the":[9,26,52,102,118,148,151,166,177],"field":[10],"of":[11,55,121,139,150,161],"visual":[12],"action,":[13],"where":[14],"multiple":[15],"actions":[16,33,56,125,140],"occur":[17],"simultaneously":[18],"different":[20,142],"time":[21,80,113],"spans,":[22],"hence":[23],"accurately":[24],"assessing":[25],"short-term":[27,64,79,124],"and":[28,59,63,77,104,109,123,158,163,168,174],"long-term":[29,62],"temporal":[30,47,53,75,97,119,143],"dependencies":[31],"between":[32],"crucial":[35],"for":[36,44,82,94,112],"detection.":[38,99],"There":[39],"an":[41,45],"urgent":[42],"need":[43],"effective":[46],"modeling":[48,81],"technology":[49],"to":[50,135],"detect":[51],"dependence":[54],"videos":[58],"efficiently":[60],"learn":[61],"information.":[66],"This":[67],"paper":[68],"proposes":[69],"new":[71],"method":[72],"based":[73],"on":[74,117,153,165,176],"pyramid":[76,91,133],"long":[78,122],"detection,":[85],"which":[86,171],"combines":[87],"hierarchical":[88,132],"structure":[89],"with":[90],"feature":[92],"hierarchy":[93],"dense":[95,154],"By":[100],"using":[101],"expansion":[103],"compression":[105],"convolution":[106],"module":[107],"(SEC)":[108],"external":[110],"attention":[111],"modeling,":[114],"we":[115],"focus":[116],"relationships":[120],"at":[126,141,185],"each":[127],"stage.":[128],"We":[129,146],"then":[130],"integrate":[131],"features":[134],"achieve":[136],"accurate":[137],"resolution":[144],"scales.":[145],"evaluated":[147],"performance":[149],"model":[152],"benchmark":[156],"datasets,":[157,170],"achieved":[159],"mAP":[160],"47.3%":[162],"36.0%":[164],"MultiTHUMOS":[167],"TSU":[169],"outperforms":[172],"2.7%":[173],"2.3%":[175],"current":[178],"state-of-the-art":[179],"results.":[180],"The":[181],"code":[182],"available":[184],"https://github.com/Yoona6371/TP-LSM":[186],".":[187]},"counts_by_year":[],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}