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In this paper, we propose a multiparameter fusion feature space and decision voting-based classification for facial expression recognition. First, the parameter of the fusion feature space is determined according to the cross-validation recognition accuracy of the Multiscale Block Local Binary Pattern Uniform Histogram (MB-LBPUH) descriptor filtering over the training samples. According to the parameters, we build various fusion feature spaces by employing multiclass linear discriminant analysis (LDA). In these spaces, fusion features composed of MB-LBPUH and Histogram of Oriented Gradient (HOG) features are used to represent different facial expressions. Finally, to resolve the inconvenient classifiable pattern problem caused by similar expression classes, a nearest neighbor-based decision voting strategy is designed to predict the classification results. In experiments with the JAFFE, CK+, and TFEID datasets, the proposed model clearly outperformed existing algorithms.<\/jats:p>","DOI":"10.1155\/2020\/8886872","type":"journal-article","created":{"date-parts":[[2020,12,30]],"date-time":"2020-12-30T04:35:07Z","timestamp":1609302907000},"page":"1-17","source":"Crossref","is-referenced-by-count":7,"title":["Multiparameter Space Decision Voting and Fusion Features for Facial Expression Recognition"],"prefix":"10.1155","volume":"2020","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6442-0926","authenticated-orcid":true,"given":"Yan","family":"Wang","sequence":"first","affiliation":[{"name":"College of Automation Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China"},{"name":"Key Laboratory of Jiangxi Province for Image Processing and Pattern Recognition, Nanchang Hangkong University, Nanchang 330063, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1699-2940","authenticated-orcid":true,"given":"Ming","family":"Li","sequence":"additional","affiliation":[{"name":"College of Automation Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China"},{"name":"Key Laboratory of Jiangxi Province for Image Processing and Pattern Recognition, Nanchang Hangkong University, Nanchang 330063, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9421-344X","authenticated-orcid":true,"given":"Xing","family":"Wan","sequence":"additional","affiliation":[{"name":"China Union Network Communication Co., Ltd., Jiangxi Branch, Nanchang 330029, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1356-1205","authenticated-orcid":true,"given":"Congxuan","family":"Zhang","sequence":"additional","affiliation":[{"name":"Key Laboratory of Jiangxi Province for Image Processing and Pattern Recognition, Nanchang Hangkong University, Nanchang 330063, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6367-0437","authenticated-orcid":true,"given":"Yue","family":"Wang","sequence":"additional","affiliation":[{"name":"Key Laboratory of Jiangxi Province for Image Processing and Pattern Recognition, Nanchang Hangkong University, Nanchang 330063, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"doi-asserted-by":"publisher","key":"1","DOI":"10.1109\/TMM.2017.2713408"},{"doi-asserted-by":"publisher","key":"2","DOI":"10.1109\/T4E.2013.19"},{"author":"T. 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