基于环境和人脸信息的图像推系统
Hye-Min Won1, Yong Seok Heo1, Nojun Kwak2
1Department of Electrical and Computer Engineering, Ajou University, Suwon-si 16499, Republic of Korea.
Sensors (Basel, Switzerland)
|June 10, 2023
概括
这项研究引入了一个深度学习系统,通过分析实时情绪,年龄和性别以及环境数据来个性化图像建议. 该系统通过定制的自然景观图像建议,成功地提升了用户的情绪和体验.
科学领域:
- 计算机科学 计算机科学
- 人工智能的人工智能
- 人与计算机的交互
背景情况:
- 深度学习的进步使我们能够准确地估计人类的情绪.
- 面部表情,年龄,性别和环境等因素会影响情绪.
- 个性化推需要了解用户的特点和背景.
研究的目的:
- 开发一个实时情绪,年龄和性别估计系统.
- 通过个性化的图像建议来增强用户体验.
- 为了对用户情况进行分类,并推合适的自然景观图像.
主要方法:
- 利用深度学习实时分类面部表情,年龄和性别.
- 通过API和传感器收集的环境数据 (天气,用户特定)
- 使用生成对抗网络 (GAN) 来进行图像色彩化.
主要成果:
- 该系统准确地估计了用户的情绪,年龄和性别.
- 个性化的图像建议对用户的情绪和满意度产生了积极的影响.
- 用户发现该系统有效,用户友好,可用于各种应用程序.
结论:
- 整合情绪,人口和环境数据可以提高推个性化.
- 该系统提供了更好的上下文相关性和用户参与.
- 这种方法对人机交互,心理学和社会科学有很大的前景.
相关概念视频
Association Areas of the Cortex
5.6K
Association areas are regions of the cerebral cortex that do not have a specific sensory or motor function. Instead, they integrate and interpret information from various sources to enable higher cognitive processes such as memory, learning, and decision-making. Some key association areas include the following:
Prefrontal Association Area: This area is located in the frontal lobe and is involved in planning, decision-making, and moderating social behavior. It connects with primary motor areas,...
Prefrontal Association Area: This area is located in the frontal lobe and is involved in planning, decision-making, and moderating social behavior. It connects with primary motor areas,...
5.6K
Facial Feedback Hypothesis
196
Charles Darwin proposed that facial expressions are an evolutionary adaptation for communication. He argued that these expressions are not influenced by culture but are universal across species. For example, a snarling expression with exposed teeth signals a threat in many animals, including humans. Darwin also suggested that displaying an emotion can intensify the feeling. Smiling, for example, could enhance one's sense of happiness. This idea laid the foundation for understanding the role...
196
Prosopagnosia
212
Prosopagnosia, also known as face blindness, is the inability to recognize faces. In severe cases, individuals with prosopagnosia may not recognize close family members, including parents and spouses, by their faces. For instance, someone with prosopagnosia might walk past their child in a crowd, only realizing their mistake upon noticing their child's distinctive backpack or favorite jacket. Prosopagnosia specifically impairs facial recognition, while the recognition of other objects or...
212


