{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,30]],"date-time":"2025-07-30T13:39:36Z","timestamp":1753882776156,"version":"3.41.2"},"reference-count":17,"publisher":"World Scientific Pub Co Pte Ltd","issue":"05","funder":[{"DOI":"10.13039\/100014718","name":"Innovative Research Group Project of the National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62001486"],"award-info":[{"award-number":["62001486"]}],"id":[{"id":"10.13039\/100014718","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Changsha Municipal Natural Science Foundation","award":["kq2014111"],"award-info":[{"award-number":["kq2014111"]}]},{"name":"China Aerospace Science and Technology Corporation Multi-sensor Intelligent Detection and Recognition Technology R&D Center Seed Fund Project."}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Artif. Intell. Tools"],"published-print":{"date-parts":[[2023,8]]},"abstract":"<jats:p> With the continuous exploitation of coal resources, human safety has been seriously threatened during the mining process. Therefore, it is of great significance to establish an efficient human infrared image recognition system. In this paper, three classes of infrared image data of the human body are collected by a thermal imager, namely Human, Human others and None. According to the characteristics of downhole infrared images, a distributed channel feature extraction module (DCFE) is designed, and DCA-Net is proposed based on this module. The experimental results show that the recognition rate of the network reaches 98%. Compared with other networks, this network has better recognition performance. Among them, the recognition rate of DCA-Net50 reaches 98.214%, the amount of parameters and calculations are relatively small, and the cost-effectiveness is the highest. It is suitable for the human body infrared image recognition system that requires high accuracy and high real-time performance. <\/jats:p>","DOI":"10.1142\/s0218213023600047","type":"journal-article","created":{"date-parts":[[2022,11,24]],"date-time":"2022-11-24T03:47:44Z","timestamp":1669261664000},"source":"Crossref","is-referenced-by-count":1,"title":["A Human Body Infrared Image Recognition Approach via DCA-Net Deep Learning Models"],"prefix":"10.1142","volume":"32","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8977-7999","authenticated-orcid":false,"given":"Huiqiang","family":"Zhang","sequence":"first","affiliation":[{"name":"College of Electronic Science and Technology, National University of Defense Technology, No. 109, Deya Road, Dongfeng Street, Kaifu District, Changsha City, Changsha 410005, China"}]},{"given":"Ji","family":"Li","sequence":"additional","affiliation":[{"name":"College of Computer and Communication Engineering, Changsha University of Science and Technology, No. 45, Chiling Road, Tianxin District, Changsha City, Changsha 410114, China"}]},{"given":"Shengqi","family":"Liu","sequence":"additional","affiliation":[{"name":"College of Electronic Science and Technology, National University of Defense Technology, No. 109, Deya Road, Dongfeng Street, Kaifu District, Changsha City, Changsha 410005, China"}]},{"given":"Wei","family":"Wang","sequence":"additional","affiliation":[{"name":"College of Computer and Communication Engineering, Changsha University of Science and Technology, No. 45, Chiling Road, Tianxin District, Changsha City, Changsha 410114, China"}]}],"member":"219","published-online":{"date-parts":[[2022,11,23]]},"reference":[{"key":"S0218213023600047BIB001","doi-asserted-by":"crossref","first-page":"2049","DOI":"10.1109\/ICIP.2006.312860","volume-title":"2006 Int. Conf. on Image Processing","author":"Hariharan H.","year":"2006"},{"key":"S0218213023600047BIB002","doi-asserted-by":"crossref","first-page":"3945","DOI":"10.1109\/SICE.2006.314933","volume-title":"2006 SICE-ICASE Int. Joint Conf.","author":"Kim S.","year":"2006"},{"key":"S0218213023600047BIB003","first-page":"1818","volume-title":"2016 IEEE Int. Conf. on Information and Automation (ICIA)","author":"Wang G.","year":"2016"},{"key":"S0218213023600047BIB004","first-page":"327","volume-title":"2008 Int. Symp. on Computer Science and Computational Technology","author":"Wang S.","year":"2008"},{"key":"S0218213023600047BIB005","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1109\/EST.2013.11","volume-title":"2013 Fourth Int. Conf. on Emerging Security Technologies","author":"Poursaberi A.","year":"2013"},{"issue":"6","key":"S0218213023600047BIB006","doi-asserted-by":"crossref","first-page":"2436","DOI":"10.1109\/TIP.2014.2315920","volume":"23","author":"Li Z.","year":"2014","journal-title":"IEEE Transactions on Image Processing"},{"issue":"2","key":"S0218213023600047BIB007","doi-asserted-by":"crossref","first-page":"1592","DOI":"10.2991\/ijcis.d.191209.001","volume":"12","author":"Wang W.","year":"2019","journal-title":"International Journal of Computational Intelligence Systems"},{"issue":"4","key":"S0218213023600047BIB008","first-page":"040901","volume":"58","author":"Wang W.","year":"2019","journal-title":"Optical Engineering"},{"key":"S0218213023600047BIB009","first-page":"1947","volume-title":"2017 3rd IEEE Int. Conf. on Computer and Communications (ICCC)","author":"Yao C.","year":"2017"},{"key":"S0218213023600047BIB010","first-page":"1097","volume-title":"Proc. of the Int. Conf. on Neural Information Processing Systems","author":"Krizhevsky A.","year":"2012"},{"key":"S0218213023600047BIB011","first-page":"807","volume-title":"Proc. of the Int. Conf. on Machine Learning","author":"Nair V.","year":"2010"},{"volume-title":"Proc. of the Int. Conf. on Learning Representations","year":"2014","author":"Simonyan K.","key":"S0218213023600047BIB013"},{"key":"S0218213023600047BIB014","first-page":"770","volume-title":"Proc. of the IEEE Conf. on Computer Vision and Pattern Recognition","author":"He K.","year":"2016"},{"key":"S0218213023600047BIB015","first-page":"4700","volume-title":"Proc. of the IEEE Conf. on Computer Vision and Pattern Recognition","author":"Huang G.","year":"2017"},{"key":"S0218213023600047BIB017","first-page":"7602384","volume":"2020","author":"Wang W.","year":"2020","journal-title":"Mobile Information Systems"},{"issue":"8","key":"S0218213023600047BIB018","doi-asserted-by":"crossref","first-page":"2011","DOI":"10.1109\/TPAMI.2019.2913372","volume":"42","author":"Hu J.","year":"2020","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"volume-title":"Proc. of the Int. Conf. on Learning Representations","year":"2014","author":"Lin M.","key":"S0218213023600047BIB020"}],"container-title":["International Journal on Artificial Intelligence Tools"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218213023600047","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,21]],"date-time":"2023-08-21T07:59:56Z","timestamp":1692604796000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S0218213023600047"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,11,23]]},"references-count":17,"journal-issue":{"issue":"05","published-print":{"date-parts":[[2023,8]]}},"alternative-id":["10.1142\/S0218213023600047"],"URL":"https:\/\/doi.org\/10.1142\/s0218213023600047","relation":{},"ISSN":["0218-2130","1793-6349"],"issn-type":[{"type":"print","value":"0218-2130"},{"type":"electronic","value":"1793-6349"}],"subject":[],"published":{"date-parts":[[2022,11,23]]},"article-number":"2360004"}}