{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,6]],"date-time":"2025-12-06T04:57:56Z","timestamp":1764997076023,"version":"3.37.3"},"reference-count":21,"publisher":"Wiley","license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Tianjin Science and Technology Support Program","award":["15ZCZDGX00200","61502338","GDUPTKLAB201334"],"award-info":[{"award-number":["15ZCZDGX00200","61502338","GDUPTKLAB201334"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["15ZCZDGX00200","61502338","GDUPTKLAB201334"],"award-info":[{"award-number":["15ZCZDGX00200","61502338","GDUPTKLAB201334"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Open Fund of Guangdong Provincial Key Laboratory of Petrochemical Equipment Fault Diagnosis","award":["15ZCZDGX00200","61502338","GDUPTKLAB201334"],"award-info":[{"award-number":["15ZCZDGX00200","61502338","GDUPTKLAB201334"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Journal of Electrical and Computer Engineering"],"published-print":{"date-parts":[[2016]]},"abstract":"<jats:p>This paper presents a method for recognizing human faces with facial expression. In the proposed approach, a motion history image (MHI) is employed to get the features in an expressive face. The face can be seen as a kind of physiological characteristic of a human and the expressions are behavioral characteristics. We fused the 2D images of a face and MHIs which were generated from the same face\u2019s image sequences with expression. Then the fusion features were used to feed a 7-layer deep learning neural network. The previous 6 layers of the whole network can be seen as an autoencoder network which can reduce the dimension of the fusion features. The last layer of the network can be seen as a softmax regression; we used it to get the identification decision. Experimental results demonstrated that our proposed method performs favorably against several state-of-the-art methods.<\/jats:p>","DOI":"10.1155\/2016\/8637260","type":"journal-article","created":{"date-parts":[[2016,4,20]],"date-time":"2016-04-20T17:01:46Z","timestamp":1461171706000},"page":"1-7","source":"Crossref","is-referenced-by-count":14,"title":["A Fusion Face Recognition Approach Based on 7-Layer Deep Learning Neural Network"],"prefix":"10.1155","volume":"2016","author":[{"given":"Jianzheng","family":"Liu","sequence":"first","affiliation":[{"name":"College of Computer Science and Information Engineering, Tianjin University of Science & Technology, No. 1038, DaGu Road, HeXi District, Tianjin 300222, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chunlin","family":"Fang","sequence":"additional","affiliation":[{"name":"College of Computer Science and Information Engineering, Tianjin University of Science & Technology, No. 1038, DaGu Road, HeXi District, Tianjin 300222, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chao","family":"Wu","sequence":"additional","affiliation":[{"name":"College of Computer Science and Information Engineering, Tianjin University of Science & Technology, No. 1038, DaGu Road, HeXi District, Tianjin 300222, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"2","doi-asserted-by":"publisher","DOI":"10.1109\/34.598228"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1109\/tpami.2005.55"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1109\/tpami.2007.250598"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2012.70"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1109\/tpami.2012.191"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1109\/tpami.2011.112"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.1109\/5.381842"},{"first-page":"433","volume-title":"Multimodal biometrics recognition based on image latent semantic analysis and extreme learning machine","year":"2013","key":"11"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2008.08.005"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1109\/tsmcb.2012.2200675"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2011.05.006"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2006.210"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.1007\/s001380100064"},{"issue":"5786","key":"21","doi-asserted-by":"crossref","first-page":"504","DOI":"10.1126\/science.1127647","volume":"313","year":"2006","journal-title":"Science"},{"volume-title":"Information processing in dynamical systems: foundations of harmony theory","year":"1986","key":"22"},{"key":"23","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2013.05.025"},{"key":"25","doi-asserted-by":"publisher","DOI":"10.1023\/b:visi.0000013087.49260.fb"},{"key":"28","doi-asserted-by":"publisher","DOI":"10.1109\/tsmcb.2004.837586"},{"key":"29","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2008.79"},{"key":"30","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2010.128"},{"key":"31","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2013.06.031"}],"container-title":["Journal of Electrical and Computer Engineering"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/jece\/2016\/8637260.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/jece\/2016\/8637260.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/jece\/2016\/8637260.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2017,6,24]],"date-time":"2017-06-24T07:25:22Z","timestamp":1498289122000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.hindawi.com\/journals\/jece\/2016\/8637260\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"references-count":21,"alternative-id":["8637260","8637260"],"URL":"https:\/\/doi.org\/10.1155\/2016\/8637260","relation":{},"ISSN":["2090-0147","2090-0155"],"issn-type":[{"type":"print","value":"2090-0147"},{"type":"electronic","value":"2090-0155"}],"subject":[],"published":{"date-parts":[[2016]]}}}