{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T01:36:00Z","timestamp":1773192960898,"version":"3.50.1"},"reference-count":9,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2025,12,22]],"date-time":"2025-12-22T00:00:00Z","timestamp":1766361600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,12,22]],"date-time":"2025-12-22T00:00:00Z","timestamp":1766361600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Evolving Systems"],"published-print":{"date-parts":[[2026,2]]},"DOI":"10.1007\/s12530-025-09779-6","type":"journal-article","created":{"date-parts":[[2025,12,22]],"date-time":"2025-12-22T08:56:06Z","timestamp":1766393766000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Act-Reco: Development of activity recognition framework based on deep learning in the real-time environment"],"prefix":"10.1007","volume":"17","author":[{"given":"Aaditya","family":"Garg","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ashmit","family":"Calja","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Priya","family":"Kansal","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9335-1253","authenticated-orcid":false,"given":"Sachin","family":"Kansal","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,12,22]]},"reference":[{"key":"9779_CR1","doi-asserted-by":"publisher","first-page":"4","DOI":"10.21037\/jmai.2019.10.03","volume":"3","author":"JP Howard","year":"2020","unstructured":"Howard JP, Tan J, Shun-Shin MJ, Mahdi D, Nowbar AN, Arnold AD, Ahmad Y, McCartney P, Zolgharni M, Linton NW et al (2020) Improving ultrasound video classification: an evaluation of novel deep learning methods in echocardiography. J Med Artif Intell 3:4","journal-title":"J Med Artif Intell"},{"key":"9779_CR2","doi-asserted-by":"publisher","DOI":"10.9781\/ijimai","author":"S Hurtado","year":"2023","unstructured":"Hurtado S, Garc\u00eda-Nieto J, Popov A, Navas-Delgado I (2023) Human activity recognition from sensorised patient\u2019s data in healthcare: a streaming deep learning-based approach. Int J Interact Multimedia Artif Intell. https:\/\/doi.org\/10.9781\/ijimai","journal-title":"Int J Interact Multimedia Artif Intell"},{"key":"9779_CR3","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1016\/j.inffus.2023.01.015","volume":"94","author":"MM Islam","year":"2023","unstructured":"Islam MM, Nooruddin S, Karray F, Muhammad G (2023) Multi-level feature fusion for multimodal human activity recognition in internet of healthcare things. Inf Fusion 94:17\u201331","journal-title":"Inf Fusion"},{"key":"9779_CR4","unstructured":"Pentyala S, Dowsley R, De Cock M (2021) Privacy-preserving video classification with convolutional neural networks. In: International conference on machine learning. PMLR. pp 8487\u20138499"},{"key":"9779_CR5","unstructured":"Qian R, Li Y, Xu Z, Yang M-H, Belongie S, Cui Y (2022) \u201cMultimodal open-vocabulary video classification via pre-trained vision and language models,\u201d arXiv preprint arXiv:2207.07646,"},{"key":"9779_CR6","volume":"12","author":"ES Rahayu","year":"2023","unstructured":"Rahayu ES, Yuniarno EM, Purnama IKE, Purnomo MH (2023) Human activity classification using deep learning based on 3D motion feature. Mach Learn App 12:100461","journal-title":"Mach Learn App"},{"key":"9779_CR7","doi-asserted-by":"crossref","unstructured":"Rehman A, Belhaouari SB (2021) Deep learning for video classification: a review","DOI":"10.36227\/techrxiv.15172920.v1"},{"key":"9779_CR8","first-page":"3102","volume-title":"Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition","author":"DE Shea","year":"2023","unstructured":"Shea DE, Kulhare S, Millin R, Laverriere Z, Mehanian C, Delahunt CB, Banik D, Zheng X, Zhu M, Ji Y et al (2023) Deep learning video classification of lung ultrasound features associated with pneumonia. Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition. IEEE, Geneva, pp 3102\u20133111"},{"key":"9779_CR9","first-page":"8273546","volume":"2023","author":"S Zhu","year":"2023","unstructured":"Zhu S, Chen W, Liu F, Zhang X, Han X et al (2023) Human activity recognition based on a modified capsule network. Mob Inf Syst 2023:8273546","journal-title":"Mob Inf Syst"}],"container-title":["Evolving Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12530-025-09779-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s12530-025-09779-6","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12530-025-09779-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,10]],"date-time":"2026-03-10T05:17:33Z","timestamp":1773119853000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s12530-025-09779-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12,22]]},"references-count":9,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2026,2]]}},"alternative-id":["9779"],"URL":"https:\/\/doi.org\/10.1007\/s12530-025-09779-6","relation":{},"ISSN":["1868-6478","1868-6486"],"issn-type":[{"value":"1868-6478","type":"print"},{"value":"1868-6486","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,12,22]]},"assertion":[{"value":"6 March 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"21 November 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 December 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors affirm no conflict of interest exist.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}],"article-number":"11"}}