揭示了ChatGPT和YOLOv7的潜力,用于通过孩子的艺术表达来评估孩子的情绪
Uzair Shah1, Sulaiman Khan1, Mahmood Alzubaidi1
1College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar.
Studies in health technology and informatics
|August 23, 2024
概括
这项研究引入了一个新的AI框架,使用YOLOv7和GPT-3.5 Turbo来解释儿童从绘图中的情绪. 该模型准确地检测物体并解释情绪,帮助家长和治疗师理解儿童艺术.
科学领域:
- 人工智能的人工智能
- 发展心理学 发展心理学
- 医疗信息学 医疗信息学
背景情况:
- 大型语言模型 (LLM) 在医疗保健方面表现有前途.
- 通过艺术来分析儿童的情绪至关重要,但具有挑战性.
- 整合计算机视觉和NLP可以增强情绪状态的理解.
研究的目的:
- 开发一种人工智能框架,通过艺术表达来预测儿童的情绪.
- 结合对象检测和自然语言处理用于艺术解释.
- 为家长和治疗师提供了解孩子情绪状态的工具.
主要方法:
- 一个使用YOLOv7用于艺术治疗图像中的对象检测的管道架构.
- 使用GPT-3.5 Turbo来解释儿童的草图.
- 综合框架的严格实验评估.
主要成果:
- 拟议的模型在物体检测和情绪解释方面都获得了高的信心分数.
- 该框架在分析艺术治疗图像方面表现强.
- 从孩子的绘画中成功解释孩子的情绪状态.
结论:
- 人工智能框架有效地解释儿童的艺术和解释他们的情绪.
- 为父母和治疗师提供宝贵的见解,以支持儿童.
- 促进基于儿童艺术表达的更好的理解和照顾.
相关概念视频
Empathy
9.6K
Some researchers suggest that altruism operates on empathy. Empathy is the capacity to understand another person’s perspective, to feel what he or she feels. An empathetic person makes an emotional connection with others and feels compelled to help (Batson, 1991). Empathy can be expressed in several ways, including cognitive, affective, and motor.
9.6K
Facial Feedback Hypothesis
135
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...
135
Emotional Expression
195
Emotional expression encompasses how individuals convey their emotions through verbal communication and non-verbal cues. These non-verbal actions include facial expressions, body language, and physical gestures, such as frowning or smiling. Among these, facial expressions play a crucial role in emotional expression and are understood universally, indicating a biological basis for how humans communicate emotions.
Universal Facial Expressions
Psychologist Paul Ekman identified seven basic...
Universal Facial Expressions
Psychologist Paul Ekman identified seven basic...
195
Socioemotional Development during Infancy
52
Socio-emotional development in infancy is primarily shaped by early emotional responses and social connections, with temperament playing a central role. Temperament refers to the consistent patterns in an individual's emotional and behavioral responses, observable even in infancy. By examining temperament, researchers can better understand an infant's unique ways of interacting with the world, influencing subsequent personality and socio-emotional growth.
Primary Temperament Types
Primary Temperament Types
52


