{"id":"https://openalex.org/W1968197118","doi":"https://doi.org/10.1145/2493432.2493511","title":"Towards zero-shot learning for human activity recognition using semantic attribute sequence model","display_name":"Towards zero-shot learning for human activity recognition using semantic attribute sequence model","publication_year":2013,"publication_date":"2013-09-08","ids":{"openalex":"https://openalex.org/W1968197118","doi":"https://doi.org/10.1145/2493432.2493511","mag":"1968197118"},"language":"en","primary_location":{"id":"doi:10.1145/2493432.2493511","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2493432.2493511","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing","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/A5054880622","display_name":"Heng-Tze Cheng","orcid":"https://orcid.org/0009-0007-3845-8796"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Heng-Tze Cheng","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA","Carnegie-Mellon University, Pittsburgh, Pa., USA#TAB#"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"Carnegie-Mellon University, Pittsburgh, Pa., USA#TAB#","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030585363","display_name":"Martin Griss","orcid":"https://orcid.org/0000-0002-8148-6967"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Martin Griss","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA","Carnegie-Mellon University, Pittsburgh, Pa., USA#TAB#"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"Carnegie-Mellon University, Pittsburgh, Pa., USA#TAB#","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035755905","display_name":"Paul Davis","orcid":"https://orcid.org/0000-0002-6565-1395"},"institutions":[{"id":"https://openalex.org/I1333370159","display_name":"Motorola (United States)","ror":"https://ror.org/01hafxd32","country_code":"US","type":"company","lineage":["https://openalex.org/I1333370159"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paul Davis","raw_affiliation_strings":["Motorola Mobility, Libertyville, IL, USA"],"affiliations":[{"raw_affiliation_string":"Motorola Mobility, Libertyville, IL, USA","institution_ids":["https://openalex.org/I1333370159"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100368377","display_name":"Jianguo Li","orcid":"https://orcid.org/0000-0002-8645-0680"},"institutions":[{"id":"https://openalex.org/I1333370159","display_name":"Motorola (United States)","ror":"https://ror.org/01hafxd32","country_code":"US","type":"company","lineage":["https://openalex.org/I1333370159"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jianguo Li","raw_affiliation_strings":["Motorola Mobility, Libertyville, IL, USA"],"affiliations":[{"raw_affiliation_string":"Motorola Mobility, Libertyville, IL, USA","institution_ids":["https://openalex.org/I1333370159"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076623908","display_name":"Di You","orcid":"https://orcid.org/0000-0003-2479-9323"},"institutions":[{"id":"https://openalex.org/I1333370159","display_name":"Motorola (United States)","ror":"https://ror.org/01hafxd32","country_code":"US","type":"company","lineage":["https://openalex.org/I1333370159"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Di You","raw_affiliation_strings":["Motorola Mobility, Libertyville, IL, USA"],"affiliations":[{"raw_affiliation_string":"Motorola Mobility, Libertyville, IL, USA","institution_ids":["https://openalex.org/I1333370159"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5054880622"],"corresponding_institution_ids":["https://openalex.org/I74973139"],"apc_list":null,"apc_paid":null,"fwci":3.8102,"has_fulltext":false,"cited_by_count":55,"citation_normalized_percentile":{"value":0.94116196,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"355","last_page":"358"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9998999834060669,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9998999834060669,"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":0.9840999841690063,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9821000099182129,"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":0.7994612455368042},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6574234962463379},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.6014113426208496},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.5791828632354736},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5482988953590393},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.548081636428833},{"id":"https://openalex.org/keywords/zero","display_name":"Zero (linguistics)","score":0.4520828127861023},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.43174049258232117},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.42921513319015503},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33102768659591675}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7994612455368042},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6574234962463379},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.6014113426208496},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.5791828632354736},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5482988953590393},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.548081636428833},{"id":"https://openalex.org/C2780813799","wikidata":"https://www.wikidata.org/wiki/Q3274237","display_name":"Zero (linguistics)","level":2,"score":0.4520828127861023},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.43174049258232117},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.42921513319015503},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33102768659591675},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2493432.2493511","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2493432.2493511","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing","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":18,"referenced_works":["https://openalex.org/W1506806321","https://openalex.org/W1534268656","https://openalex.org/W1981515531","https://openalex.org/W2001058334","https://openalex.org/W2038765747","https://openalex.org/W2050230532","https://openalex.org/W2064851185","https://openalex.org/W2084435358","https://openalex.org/W2099336098","https://openalex.org/W2103388129","https://openalex.org/W2117614111","https://openalex.org/W2124823771","https://openalex.org/W2134270519","https://openalex.org/W2150295085","https://openalex.org/W2150674759","https://openalex.org/W2168189108","https://openalex.org/W2187089797","https://openalex.org/W4212863985"],"related_works":["https://openalex.org/W3195649134","https://openalex.org/W2281498195","https://openalex.org/W2017526120","https://openalex.org/W2610664080","https://openalex.org/W2188304107","https://openalex.org/W2118758177","https://openalex.org/W4330338194","https://openalex.org/W2153520307","https://openalex.org/W2151459719","https://openalex.org/W2610740816"],"abstract_inverted_index":{"Understanding":[0],"human":[1,48],"activities":[2,28],"is":[3],"important":[4],"for":[5,47,122],"user-centric":[6],"and":[7,85,108,114],"context-aware":[8],"applications.":[9],"Previous":[10],"studies":[11],"showed":[12],"promising":[13],"results":[14],"using":[15],"various":[16],"machine":[17],"learning":[18,45,103,117],"algorithms.":[19],"However,":[20],"most":[21],"existing":[22],"methods":[23],"can":[24,52],"only":[25],"recognize":[26,53],"the":[27,34,69,83,100,123],"that":[29,51,66,78,99],"were":[30],"previously":[31],"seen":[32],"in":[33,68,94],"training":[35,63],"data.":[36,90],"In":[37],"this":[38],"paper,":[39],"we":[40],"present":[41],"a":[42,73],"new":[43,56,112,124],"zero-shot":[44,102],"framework":[46],"activity":[49,57,67,89,96],"recognition":[50],"an":[54],"unseen":[55,111],"even":[58],"when":[59],"there":[60],"are":[61],"no":[62],"samples":[64],"of":[65,88],"dataset.":[70],"We":[71],"propose":[72],"semantic":[74],"attribute":[75],"sequence":[76],"model":[77],"takes":[79],"into":[80],"account":[81],"both":[82],"hierarchical":[84],"sequential":[86],"nature":[87],"Evaluation":[91],"on":[92],"datasets":[93],"two":[95],"domains":[97],"show":[98],"proposed":[101],"approach":[104],"achieves":[105],"70-75%":[106],"precision":[107],"recall":[109],"recognizing":[110],"activities,":[113],"outperforms":[115],"supervised":[116],"with":[118],"limited":[119],"labeled":[120],"data":[121],"classes.":[125]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":10},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":7},{"year":2017,"cited_by_count":6},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":5},{"year":2013,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}