{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T03:21:34Z","timestamp":1740108094557,"version":"3.37.3"},"reference-count":20,"publisher":"Springer Science and Business Media LLC","issue":"36","license":[{"start":{"date-parts":[[2023,5,4]],"date-time":"2023-05-04T00:00:00Z","timestamp":1683158400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,5,4]],"date-time":"2023-05-04T00:00:00Z","timestamp":1683158400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"name":"Beijing Municipal Natural Science Foundation","award":["4202028"]},{"name":"General Project of the National Language Committee","award":["YB145-25"]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62036001"],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Support Plan for Beijing Municipal University Faculty Construction - High-Level Scientific Research and Innovation Team Project","award":["BPHR20220121"]},{"name":"Premium Funding Project for Academic Human Resources Development in Beijing Union University","award":["BPHR2019CZ05"]},{"name":"Jiangsu Province Key R&D Program","award":["BE2020047"]},{"name":"the characteristic-disciplines oriented research project in Beijing Union University","award":["KYDE40201702"]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput & Applic"],"published-print":{"date-parts":[[2023,12]]},"DOI":"10.1007\/s00521-023-08616-8","type":"journal-article","created":{"date-parts":[[2023,5,4]],"date-time":"2023-05-04T19:01:59Z","timestamp":1683226919000},"page":"25175-25187","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Heterogeneous multi-task smoking behavior recognition model combined with attention"],"prefix":"10.1007","volume":"35","author":[{"given":"Xiaotian","family":"Qiu","sequence":"first","affiliation":[]},{"given":"Xinchen","family":"Kang","sequence":"additional","affiliation":[]},{"given":"Yang","family":"Zhang","sequence":"additional","affiliation":[]},{"given":"Dengfeng","family":"Yao","sequence":"additional","affiliation":[]},{"given":"Wanmin","family":"Li","sequence":"additional","affiliation":[]},{"given":"Li","family":"Li","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2023,5,4]]},"reference":[{"key":"8616_CR1","doi-asserted-by":"crossref","unstructured":"Wang L, Xiong Y et al. (2016) Temporal segment networks: towards good practices for deep action recognition. In European conference on computer vision. pp 20\u201336","DOI":"10.1007\/978-3-319-46484-8_2"},{"key":"8616_CR2","unstructured":"Li XB (2018) Study on heterogeneous multitask learning and task grouping efficiency (in chinese)\" [Master\u2019s thesis]. Yanshan University"},{"key":"8616_CR3","doi-asserted-by":"crossref","unstructured":"Caruana R (1993) Multitask learning: a knowledge-based source of inductive bias1. In: Proceedings of the Tenth International Conference on Machine Learning. pp 41\u201348","DOI":"10.1016\/B978-1-55860-307-3.50012-5"},{"key":"8616_CR4","doi-asserted-by":"crossref","unstructured":"Collobert R, Weston J (2008) A unified architecture for natural language processing: deep neural networks with multitask learning. In: Proceedings of the 25th international conference on Machine learning. pp 160\u2013167","DOI":"10.1145\/1390156.1390177"},{"key":"8616_CR5","doi-asserted-by":"crossref","unstructured":"Liu X, Gao J et al. (2015) Representation learning using multi-task deep neural networks for semantic classification and information retrieval","DOI":"10.3115\/v1\/N15-1092"},{"key":"8616_CR6","doi-asserted-by":"publisher","first-page":"339","DOI":"10.1162\/tacl_a_00065","volume":"5","author":"J Melvin","year":"2017","unstructured":"Melvin J, Mike S et al (2017) Google\u2019s multilingual neural machine translation system: enabling zero-shot translation. Trans Assoc Comput Linguist 5:339\u2013351","journal-title":"Trans Assoc Comput Linguist"},{"key":"8616_CR7","doi-asserted-by":"crossref","unstructured":"Seltzer ML, Droppo J (2013) Multi-task learning in deep neural networks for improved phoneme recognition. In: 2013 IEEE International Conference on Acoustics, Speech and Signal Processing. pp 6965\u20136969","DOI":"10.1109\/ICASSP.2013.6639012"},{"issue":"10","key":"8616_CR8","doi-asserted-by":"publisher","first-page":"1499","DOI":"10.1109\/LSP.2016.2603342","volume":"23","author":"K Zhang","year":"2016","unstructured":"Zhang K, Zhang Z et al (2016) Joint face detection and alignment using multitask cascaded convolutional networks. IEEE Signal Process Lett 23(10):1499\u20131503","journal-title":"IEEE Signal Process Lett"},{"issue":"1","key":"8616_CR9","doi-asserted-by":"publisher","first-page":"142","DOI":"10.1109\/TPAMI.2015.2437384","volume":"38","author":"R Girshick","year":"2015","unstructured":"Girshick R, Donahue J et al (2015) Region-based convolutional networks for accurate object detection and segmentation. IEEE Trans Pattern Anal Mach Intell 38(1):142\u2013158","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"8616_CR10","doi-asserted-by":"crossref","unstructured":"Eigen D, Fergus R (2015) Predicting depth, surface normals and semantic labels with a common multi-scale convolutional architecture. In: Proceedings of the IEEE international conference on computer vision. pp 2650\u20132658","DOI":"10.1109\/ICCV.2015.304"},{"key":"8616_CR11","unstructured":"Li B, Shen C et al. (2015) Depth and surface normal estimation from monocular images using regression on deep features and hierarchical crfs. In: Proceedings of the IEEE conference on computer vision and pattern recognition. pp 1119\u20131127"},{"key":"8616_CR12","doi-asserted-by":"crossref","unstructured":"Kopilovic I, Vagvolgyi B (2000) Application of panoramic annular lens for motion analysis tasks: surveillance and smoke detection. In: Proceedings 15th International Conference on Pattern Recognition. ICPR-2000. pp 714\u2013717","DOI":"10.1109\/ICPR.2000.903017"},{"key":"8616_CR13","unstructured":"Truong TX, Kim JM (2010) An early smoke detection system based on motion estimation. In: International Forum on Strategic Technology 2010. pp 437\u2013440"},{"key":"8616_CR14","doi-asserted-by":"crossref","unstructured":"Yang J, Chen F et al. (2008) Visual-based smoke detection using support vector machine. In: 2008 Fourth International Conference on Natural Computation. pp 301\u2013305","DOI":"10.1109\/ICNC.2008.219"},{"key":"8616_CR15","doi-asserted-by":"crossref","unstructured":"Wei Y, Chunyu Y et al. (2009) Based on wavelet transformation fire smoke detection method. In: 2009 9th International Conference on Electronic Measurement & Instruments, pp 2\u2013872","DOI":"10.1109\/ICEMI.2009.5274409"},{"issue":"4","key":"8616_CR16","first-page":"408","volume":"33","author":"B Zhang","year":"2018","unstructured":"Zhang B, Wei W et al (2018) Early wildfire smoke detection based on multi-feature fusion (in chinese). J Chengdu Univ Inf Technol 33(4):408\u2013412","journal-title":"J Chengdu Univ Inf Technol"},{"key":"8616_CR17","unstructured":"Wang F (2020) Research and Implementation of Forest Fire Detection System Based on Deep Learning (in chinese). [Master\u2019s thesis], University of Electronic Science and Technology of China"},{"key":"8616_CR18","first-page":"9","volume":"49","author":"P Li","year":"2021","unstructured":"Li P, Zhang J et al (2021) Smoke detection method based on optical flow improvement and YOLOv3. J Zhejiang Univ Technol 49:9\u201315","journal-title":"J Zhejiang Univ Technol"},{"key":"8616_CR19","unstructured":"Redmon J, Farhadi A (2018) Yolov3: An incremental improvement, arXiv preprint arXiv:1804.02767"},{"key":"8616_CR20","doi-asserted-by":"publisher","DOI":"10.1016\/j.firesaf.2020.103184","volume":"117","author":"C Li","year":"2020","unstructured":"Li C, Yang B et al (2020) Real-time video-based smoke detection with high accuracy and efficiency. Fire Saf J 117:103184","journal-title":"Fire Saf J"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-023-08616-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-023-08616-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-023-08616-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,11,29]],"date-time":"2023-11-29T15:07:32Z","timestamp":1701270452000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-023-08616-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,5,4]]},"references-count":20,"journal-issue":{"issue":"36","published-print":{"date-parts":[[2023,12]]}},"alternative-id":["8616"],"URL":"https:\/\/doi.org\/10.1007\/s00521-023-08616-8","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"type":"print","value":"0941-0643"},{"type":"electronic","value":"1433-3058"}],"subject":[],"published":{"date-parts":[[2023,5,4]]},"assertion":[{"value":"5 December 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 April 2023","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 May 2023","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 declare that there is no conflict of interest regarding the publication of this work.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}