Micro-Expression Recognition Algorithm Based on Information Entropy Feature

来源 :上海交通大学学报(英文版) | 被引量 : 0次 | 上传用户:a394665234
下载到本地 , 更方便阅读
声明 : 本文档内容版权归属内容提供方 , 如果您对本文有版权争议 , 可与客服联系进行内容授权或下架
论文部分内容阅读
The intensity of the micro-expression is weak,although the directional low frequency components in the image are preserved by many algorithms,the extracted micro-expression feature information is not sufficient to accurately represent its sequences.In order to improve the accuracy of micro-expression recognition,first,each frame image is extracted from its sequences,and the image frame is pre-processed by using gray normalization,size normalization,and two-dimensional principal component analysis (2DPCA);then,the optical flow method is used to extract the motion characteristics of the reduced-dimensional image,the information entropy value of the optical flow characteristic image is calculated by the information entropy principle,and the information entropy value is analyzed to obtain the eigenvalue.Therefore,more micro-expression feature information is extracted,including more important information,which can further improve the accuracy of micro-expression classification and recognition;finally,the feature images are classified by using the support vector machine (SVM).The experimental results show that the micro-expression feature image obtained by the information entropy statistics can effectively improve the accuracy of micro-expression recognition.
其他文献
在小学语文教学中构建自主、合作、探究的学习方式,是实施素质教育,贯彻《语文课程标准》,全面培养小学生人文素养,科学精神,创新意识和生活实践能力的有效途径。儿童学习的
This paper considers the design of an adaptive second order terminal observer for robust fault reconstruction of nonlinear Lipschitz systems with unknown upper
本文通过对荣华二采区10
长阳高腔山歌是土家族传统民间歌曲,是长阳土家族地区特定的地理生态环境和人文生态环境影响下诞生的特色产物,是长阳土家族区域音乐文化的特殊个性与生动色彩的本真反映,是
健康水平的提高对于缓解农民的贫困、增加收入具有重要作用。新型农村合作医疗制度的实施有助于提升农民的健康水平,其有效运行是实现农民健康权益的重要保障。调查分析新型
蒙汉调民歌在鄂尔多斯蒙古族短调的基础上添了汉词,是蒙、汉两族劳动人民,在长期的共同生活和生产劳动中共同创造的,具有独特的民族音乐文化的融合特点。在社会变迁背景下,受
阅读可以提高小学生的理解能力、分析能力和概括能力,因此,培养小学生正确的阅读是非常重要的。鉴于小学低、中、高年级的教学重点有所不同,本文将主要讨论低年级学生阅读能力的
实效性是课堂教学的生命。当前,提高课堂教学实效性已经摆在了首要位置。语文学科既有工具性,又有人文性,扎实有效的课才是一节好课。语文课堂应是生活的课堂,是教师与文本、学生
在贵阳地区育成的“苏肯1号”,其籽粒蛋白质含量14.65%和赖氨酸含量0.504%,分别比“阿波”高29.66%和48.21%,且比“阿波”早熟7天。 The “Suken 1” bred in Guiyang had a gra
“侗族大歌”是植根于侗族人民灵魂深处的一种精神滋养,农耕社会的生产方式和交换方式构成了“大歌”文化生成性与独特性的根基,规定了其内容与实质。目前,“侗族大歌”文化