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Published12 Apr Abstract In allusion to the shortcomings of traditional facial expression recognition FER that only uses a single feature and the recognition rate is not high, a FER method based on fusion of transformed multilevel features and improved weighted voting SVM FTMS is proposed. The algorithm combines the transformed traditional shallow features and convolutional neural network CNN deep semantic features and uses an improved weighted voting method to make a comprehensive decision on the results of the four trained SVM classifiers to obtain the final recognition result. The shallow features include local Gabor features, LBP features, and joint geometric features designed in this study, which are composed of distance and deformation characteristics. This study also proposes to use a better performance SVM classifier with CNN to replace Softmax since the poor distinction between facial expressions. Experiments on the FERPlus database show that the recognition rate of this method is Experimental results show that, compared with the single feature, the proposed algorithm has higher recognition rate and robustness and makes full use of the advantages and characteristics of different features. Introduction FER refers to the use of computers to analyze human facial expressions and judge human psychology and emotions through pattern recognition and machine learning algorithms, thereby achieving intelligent human-computer interaction [ 1 ].Microexpressions test Video
Quiz on Facial Expressions - micro expressions - body language : How Well Can You Read People? microexpressions test.
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