使用深度量子和先进转移学习机制的面部情绪识别
Shtwai Alsubai1, Abdullah Alqahtani1, Abed Alanazi1
1Department of Computer Science, College of Computer Engineering and Sciences, Prince Sattam Bin Abdulaziz University, Al-Kharj, Saudi Arabia.
Frontiers in computational neuroscience
|November 14, 2024
概括
这项研究引入了一种新的面部表情识别系统,使用量子计算的修改后ResNet模型. 这种方法提高了情绪分析的准确性和速度,在人工智能应用中取得了重大进展.
科学领域:
- 计算机科学 计算机科学
- 人工智能的人工智能
- 量子计算是一种量子计算.
背景情况:
- 面部表情识别对于人类互动和情绪分析至关重要.
- 传统的方法很难从视觉线索准确地预测情绪.
- 深度学习 (DL) 算法越来越多地用于面部表情检测.
研究的目的:
- 提出一种用于面部表情识别的新系统.
- 为了利用量子计算来增强特征提取和减少计算时间.
- 为了提高情绪分析的准确性和效率.
主要方法:
- 使用了一个修改后的ResNet模型,剩余的连接.
- 采用量子计算通过量子卷积层来提取特征.
- 整合了改进的采样瓶过程 (MuS-BNP) 与ResNet-18.
主要成果:
- 在区分面部表情方面取得了卓越的表现.
- 与传统方法相比,显著减少了计算时间.
- 通过包括精度,F1分数,回忆和精度在内的指标进行验证.
结论:
- 拟议的系统在面部表情识别方面展示了量子优越性.
- 量子计算集成提供了更快,更准确的计算.
- 这种方法为高级情绪分析任务提供了一个有希望的解决方案.
更多相关视频
07:12Protocol for Data Collection and Analysis Applied to Automated Facial Expression Analysis Technology and Temporal Analysis for Sensory Evaluation
Published on: August 26, 2016
9.4K
05:51Exploring the Use of Isolated Expressions and Film Clips to Evaluate Emotion Recognition by People with Traumatic Brain Injury
Published on: May 15, 2016
9.0K
相关概念视频
Facial Feedback Hypothesis
127
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...
127
Association Areas of the Cortex
5.1K
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,...
5.1K
