{"id":"https://openalex.org/W2953491861","doi":"https://doi.org/10.1109/tnnls.2019.2919764","title":"Redundancy and Attention in Convolutional LSTM for Gesture Recognition","display_name":"Redundancy and Attention in Convolutional LSTM for Gesture Recognition","publication_year":2019,"publication_date":"2019-06-28","ids":{"openalex":"https://openalex.org/W2953491861","doi":"https://doi.org/10.1109/tnnls.2019.2919764","mag":"2953491861","pmid":"https://pubmed.ncbi.nlm.nih.gov/31265408"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2019.2919764","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2019.2919764","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5028794275","display_name":"Guangming Zhu","orcid":"https://orcid.org/0000-0003-3214-4095"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangming Zhu","raw_affiliation_strings":["School of Computer Science and Technology, Xidian University, Xi\u2019an, China","School of Computer Science and Technology, Xidian University, Xi'an, China"],"raw_orcid":"https://orcid.org/0000-0003-3214-4095","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xidian University, Xi\u2019an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"School of Computer Science and Technology, Xidian University, Xi'an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100425294","display_name":"Liang Zhang","orcid":"https://orcid.org/0000-0003-4331-5830"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Xidian University, Xi\u2019an, China","School of Computer Science and Technology, Xidian University, Xi'an, China"],"raw_orcid":"https://orcid.org/0000-0003-4331-5830","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xidian University, Xi\u2019an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"School of Computer Science and Technology, Xidian University, Xi'an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100454266","display_name":"Lu Yang","orcid":"https://orcid.org/0009-0002-5088-9365"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lu Yang","raw_affiliation_strings":["School of Computer Science and Technology, Xidian University, Xi\u2019an, China","School of Computer Science and Technology, Xidian University, Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xidian University, Xi\u2019an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"School of Computer Science and Technology, Xidian University, Xi'an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101778260","display_name":"Lin Mei","orcid":"https://orcid.org/0000-0001-7885-7678"},"institutions":[{"id":"https://openalex.org/I1302611135","display_name":"Ministry of Public Security of the People's Republic of China","ror":"https://ror.org/00bt9we26","country_code":"CN","type":"government","lineage":["https://openalex.org/I1302611135"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Mei","raw_affiliation_strings":["Third Research Institute of Ministry of Public Security, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-7885-7678","affiliations":[{"raw_affiliation_string":"Third Research Institute of Ministry of Public Security, Shanghai, China","institution_ids":["https://openalex.org/I1302611135"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049303874","display_name":"Syed Afaq Ali Shah","orcid":"https://orcid.org/0000-0003-2181-8445"},"institutions":[{"id":"https://openalex.org/I176790772","display_name":"Murdoch University","ror":"https://ror.org/00r4sry34","country_code":"AU","type":"education","lineage":["https://openalex.org/I176790772"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Syed Afaq Ali Shah","raw_affiliation_strings":["Department of Computer Science and Software Engineering, Murdoch University, Perth, Australia"],"raw_orcid":"https://orcid.org/0000-0003-2181-8445","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, Murdoch University, Perth, Australia","institution_ids":["https://openalex.org/I176790772"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009750573","display_name":"Mohammed Bennamoun","orcid":"https://orcid.org/0000-0002-6603-3257"},"institutions":[{"id":"https://openalex.org/I177877127","display_name":"The University of Western Australia","ror":"https://ror.org/047272k79","country_code":"AU","type":"education","lineage":["https://openalex.org/I177877127"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mohammed Bennamoun","raw_affiliation_strings":["Department of Computer Science and Software Engineering, The University of Western Australia, Perth, Australia"],"raw_orcid":"https://orcid.org/0000-0002-6603-3257","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, The University of Western Australia, Perth, Australia","institution_ids":["https://openalex.org/I177877127"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103197309","display_name":"Peiyi Shen","orcid":"https://orcid.org/0000-0002-3527-7232"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peiyi Shen","raw_affiliation_strings":["School of Computer Science and Technology, Xidian University, Xi\u2019an, China","School of Computer Science and Technology, Xidian University, Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xidian University, Xi\u2019an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"School of Computer Science and Technology, Xidian University, Xi'an, China","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.1054,"has_fulltext":false,"cited_by_count":90,"citation_normalized_percentile":{"value":0.96930101,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"31","issue":"4","first_page":"1323","last_page":"1335"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T11398","display_name":"Hand Gesture Recognition Systems","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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":0.9986000061035156,"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/T12740","display_name":"Gait Recognition and Analysis","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.7179477214813232},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.7010546922683716},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6865898370742798},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5212979316711426},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48407354950904846},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4738600552082062},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.4417515695095062},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4045136570930481},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.366549015045166}],"concepts":[{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.7179477214813232},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.7010546922683716},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6865898370742798},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5212979316711426},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48407354950904846},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4738600552082062},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.4417515695095062},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4045136570930481},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.366549015045166},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/tnnls.2019.2919764","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2019.2919764","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:31265408","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31265408","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on neural networks and learning systems","raw_type":null},{"id":"pmh:oai:pure.atira.dk:publications/af1d7211-1e8e-4dbf-9b5b-329175e11505","is_oa":false,"landing_page_url":"https://research-repository.uwa.edu.au/en/publications/af1d7211-1e8e-4dbf-9b5b-329175e11505","pdf_url":null,"source":{"id":"https://openalex.org/S4306402492","display_name":"UWA Profiles and Research Repository (UWA)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177877127","host_organization_name":"The University of Western Australia","host_organization_lineage":["https://openalex.org/I177877127"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Zhu, G, Zhang, L, Yang, L, Mei, L, Shah, S A A, Bennamoun, M & Shen, P 2020, 'Redundancy and Attention in Convolutional LSTM for Gesture Recognition', IEEE Transactions on Neural Networks and Learning Systems, vol. 31, no. 4, 8750878, pp. 1323-1335. https://doi.org/10.1109/TNNLS.2019.2919764","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:researchrepository.murdoch.edu.au:55712","is_oa":false,"landing_page_url":"https://researchrepository.murdoch.edu.au/id/eprint/55712/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400274","display_name":"Murdoch Research Repository (Murdoch University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I176790772","host_organization_name":"Murdoch University","host_organization_lineage":["https://openalex.org/I176790772"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Zhu, G., Zhang, L., Yang, L., Mei, L., Shah, S.A.A. <https://researchrepository.murdoch.edu.au/view/author/Shah, Syed Afaq Ali.html>, Bennamoun, M. and Shen, P. (2020) Redundancy and attention in convolutional LSTM for gesture recognition. IEEE Transactions on Neural Networks and Learning Systems, 31 (4). pp. 1323-1335.","raw_type":"Journal Article"},{"id":"pmh:oai:pure.atira.dk:publications/af1d7211-1e8e-4dbf-9b5b-329175e11505","is_oa":false,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=85083214537&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4306402492","display_name":"UWA Profiles and Research Repository (UWA)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177877127","host_organization_name":"The University of Western Australia","host_organization_lineage":["https://openalex.org/I177877127"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Zhu , G , Zhang , L , Yang , L , Mei , L , Shah , S A A , Bennamoun , M & Shen , P 2020 , ' Redundancy and Attention in Convolutional LSTM for Gesture Recognition ' , IEEE Transactions on Neural Networks and Learning Systems , vol. 31 , no. 4 , 8750878 , pp. 1323-1335 . https://doi.org/10.1109/TNNLS.2019.2919764","raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1623651875","display_name":"Advanced three-dimensional Computer Vision Algorithms for 'Find and Grasp' Future Robots","funder_award_id":"DP150100294","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G3356724897","display_name":null,"funder_award_id":"61702390","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3702553942","display_name":null,"funder_award_id":"JB181001","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G5795654810","display_name":null,"funder_award_id":"17511104202","funder_id":"https://openalex.org/F4320311779","funder_display_name":"Shanghai Association for Science and Technology"}],"funders":[{"id":"https://openalex.org/F4320311779","display_name":"Shanghai Association for Science and Technology","ror":"https://ror.org/05j0k2q54"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":85,"referenced_works":["https://openalex.org/W1485009520","https://openalex.org/W1514535095","https://openalex.org/W1522734439","https://openalex.org/W1554187497","https://openalex.org/W1686810756","https://openalex.org/W1689711448","https://openalex.org/W1947481528","https://openalex.org/W2064675550","https://openalex.org/W2097117768","https://openalex.org/W2116435618","https://openalex.org/W2163605009","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2279098554","https://openalex.org/W2414711238","https://openalex.org/W2475715656","https://openalex.org/W2507009361","https://openalex.org/W2531409750","https://openalex.org/W2549139847","https://openalex.org/W2591961134","https://openalex.org/W2595328592","https://openalex.org/W2607799870","https://openalex.org/W2608506208","https://openalex.org/W2609984075","https://openalex.org/W2612445135","https://openalex.org/W2625477277","https://openalex.org/W2625614184","https://openalex.org/W2724359148","https://openalex.org/W2745519816","https://openalex.org/W2753526808","https://openalex.org/W2767624150","https://openalex.org/W2768975186","https://openalex.org/W2769039400","https://openalex.org/W2770472008","https://openalex.org/W2770804203","https://openalex.org/W2771248633","https://openalex.org/W2778955544","https://openalex.org/W2789641460","https://openalex.org/W2791276322","https://openalex.org/W2796873224","https://openalex.org/W2798498022","https://openalex.org/W2884797191","https://openalex.org/W2890144450","https://openalex.org/W2891150346","https://openalex.org/W2953133772","https://openalex.org/W2953333557","https://openalex.org/W2962824791","https://openalex.org/W2962835968","https://openalex.org/W2963082988","https://openalex.org/W2963125010","https://openalex.org/W2963163009","https://openalex.org/W2963177663","https://openalex.org/W2963246338","https://openalex.org/W2963326684","https://openalex.org/W2963402657","https://openalex.org/W2963446712","https://openalex.org/W2963524571","https://openalex.org/W2963681914","https://openalex.org/W2963866658","https://openalex.org/W2963993763","https://openalex.org/W2964083648","https://openalex.org/W2964184470","https://openalex.org/W2964216094","https://openalex.org/W2964350391","https://openalex.org/W3102751229","https://openalex.org/W4297775537","https://openalex.org/W6628877408","https://openalex.org/W6630875275","https://openalex.org/W6637373629","https://openalex.org/W6677326919","https://openalex.org/W6684191040","https://openalex.org/W6694260854","https://openalex.org/W6712884540","https://openalex.org/W6716109767","https://openalex.org/W6736831969","https://openalex.org/W6737664043","https://openalex.org/W6739112683","https://openalex.org/W6740474667","https://openalex.org/W6742667445","https://openalex.org/W6745829810","https://openalex.org/W6746798562","https://openalex.org/W6750259706","https://openalex.org/W6754950502","https://openalex.org/W6756438391","https://openalex.org/W6765069029"],"related_works":["https://openalex.org/W2537963312","https://openalex.org/W2066003895","https://openalex.org/W2902873204","https://openalex.org/W2185750513","https://openalex.org/W2010878661","https://openalex.org/W3147379364","https://openalex.org/W2026258298","https://openalex.org/W3204639664","https://openalex.org/W2970836791","https://openalex.org/W2989699735"],"abstract_inverted_index":{"Convolutional":[0],"long":[1],"short-term":[2],"memory":[3],"(ConvLSTM)":[4],"networks":[5],"have":[6,17],"been":[7,19],"widely":[8],"used":[9,65],"for":[10,73,84],"action/gesture":[11],"recognition,":[12],"and":[13,32,56,61,109,115,143,152],"different":[14],"attention":[15,37,85,103,123,146],"mechanisms":[16,147],"also":[18],"embedded":[20,148,203],"into":[21,149,205],"ConvLSTM":[22,72,80,107,163],"networks.":[23],"This":[24],"paper":[25],"explores":[26],"the":[27,33,36,50,68,74,90,94,102,106,113,120,129,133,139,145,150,157,167,172,199,206,214],"redundancy":[28,75],"of":[29,35,93,209,213],"spatial":[30,130,182],"convolutions":[31,63,131],"effects":[34],"mechanism":[38,104],"in":[39,71,97,132,197],"ConvLSTM,":[40],"based":[41],"on":[42,105,194],"our":[43],"previous":[44],"gesture":[45],"recognition":[46],"architectures":[47],"that":[48,128,144],"combine":[49],"3-D":[51],"convolutional":[52,69,91,200],"neural":[53],"network":[54],"(CNN)":[55],"ConvLSTM.":[57],"Depthwise":[58],"separable,":[59],"group,":[60],"shuffle":[62],"are":[64,82,202],"to":[66,138,166,175],"replace":[67],"structures":[70,92,201],"analysis.":[76],"In":[77,160],"addition,":[78],"four":[79],"variants":[81,216],"derived":[83,193],"analysis:":[86],"1)":[87],"by":[88,100,111],"removing":[89],"three":[95,134],"gates":[96,118,135,154],"ConvLSTM;":[98],"2)":[99],"applying":[101],"input;":[108],"3)":[110],"reconstructing":[112],"input":[114,151],"4)":[116],"output":[117,153],"with":[119,171],"modified":[121],"channelwise":[122],"mechanism.":[124],"Evaluation":[125],"results":[126],"demonstrate":[127],"scarcely":[136],"contribute":[137],"spatiotemporal":[140,178,184],"feature":[141,158],"fusion":[142,169],"cannot":[155],"improve":[156],"fusion.":[159],"other":[161],"words,":[162],"mainly":[164],"contributes":[165],"temporal":[168],"along":[170],"recurrent":[173],"steps":[174],"learn":[176],"long-term":[177],"features":[179,185],"when":[180],"taking":[181],"or":[183],"as":[186],"input.":[187],"A":[188],"new":[189],"LSTM":[190,215],"variant":[191],"is":[192,217],"this":[195],"basis":[196],"which":[198],"only":[204],"input-to-state":[207],"transition":[208],"LSTM.":[210],"The":[211],"code":[212],"publicly":[218],"available.\\footnotehttps://github.com/GuangmingZhu/ConvLSTMForGR.":[219]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":21},{"year":2020,"cited_by_count":8}],"updated_date":"2026-07-19T07:52:34.831488","created_date":"2025-10-10T00:00:00"}