论文标题
使用深度学习的面部表情识别
Facial Expression Recognition using Deep Learning
论文作者
论文摘要
在各个时代,面部表情已成为非语言交流的普遍方式之一。识别面部表情的能力将为许多新型应用铺平道路。尽管传统方法在受控的环境中取得了成功,但这些方法在由部分面孔组成的挑战数据集上未能进行。在本文中,我采用了一个这样的数据集FER-2013,并将实施深度学习模型,这些模型能够比以前使用的传统方法甚至一些深度学习模型实现重大改进。
Throughout the various ages, facial expressions have become one of the universal ways of non-verbal communication. The ability to recognize facial expressions would pave the path for many novel applications. Despite the success of traditional approaches in a controlled environment, these approaches fail on challenging datasets consisting of partial faces. In this paper, I take one such dataset FER-2013 and will implement deep learning models that are able to achieve significant improvement over the previously used traditional approaches and even some of the deep learning models.