在平面设计中应用图形语言个性化情感的应用
Zhenzhen Pan1,2, Hong Pan3, Junzhan Zhang4
1School of Arts and Education, Chizhou College, Chizhou, 247000, Anhui, China.
Heliyon
|May 7, 2024
概括
本研究介绍了使用卷积神经网络 (PERF-CNN) 进行图形设计的个性化情感识别框架. PERF-CNN模型显著提高了视觉内容中的情感识别,改善了用户体验和设计效率.
科学领域:
- 计算机科学 计算机科学
- 人与计算机的交互
- 认知科学 认知科学
背景情况:
- 在图形设计中,情感识别对于有效的沟通至关重要.
- 视觉传播和图形设计不断发展,以满足观众的需求.
- 了解观众的情绪可以增强用户体验和设计共.
研究的目的:
- 提出一个个性化的情感识别框架用于使用CNNs的图形设计.
- 分析图形元素 (图像,形状) 与情感反应之间的关系.
- 确定影响图形设计的关键层次的情感思维:表达信号,情感体验和情感透.
主要方法:
- 基于卷积神经网络 (PERF-CNN) 的个性化情绪识别框架被开发出来.
- 美国有线电视新闻网从用户面部图像和海报视觉信息中提取了表达特征.
- 集群技术将图像分为积极,消极和中立的情感类别.
主要成果:
- PERF-CNN模型在传统分类方法中表现出优越的性能.
- 实现了高分类准确度 (97.4%),互动比率 (95.6%) 和情感识别比率 (98.9%).
- 显示了图案和颜色特征 (94.4%) 的显著影响,预测错误率低 (6.5%).
结论:
- 拟议的PERF-CNN框架有效地识别了图形设计中的情绪,有利于研究和应用.
- 该模型通过改善情绪识别和用户体验来增强视觉内容创作.
- PERF-CNN为图形设计中的个性化情感识别提供了一个强大的解决方案,其性能优于现有的模型.
更多相关视频
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
05:36Central and Divided Visual Field Presentation of Emotional Images to Measure Hemispheric Differences in Motivated Attention
Published on: November 16, 2017
7.5K
相关概念视频
Facial Feedback Hypothesis
144
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...
144
Emotional Expression
208
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...
208
Labeling Emotion
128
Emotional labeling is a cognitive process that involves identifying and naming one's emotions, such as anger, fear, happiness, or sadness. It allows individuals to recognize and express their internal emotional states, a critical aspect of emotional regulation and communication. Labeling emotions requires more than mere recognition; it also involves drawing upon memory and contextual cues to understand the current situation and apply a corresponding emotional label. For instance, feeling...
128
Factors Affecting Perception
1.6K
Perception is influenced by perceptual set, context, motivation, and emotion. Perceptual set, or perceptual expectancy, refers to the tendency to perceive things in a particular way, influenced by previous experiences and expectations. This phenomenon affects the interpretation of stimuli, creating a set of mental tendencies and assumptions that impact sensory perceptions of sound, taste, touch, and sight.
An illustrative example of a perceptual set is the scenario where an airline pilot told...
An illustrative example of a perceptual set is the scenario where an airline pilot told...
1.6K
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
Cognitive Theories: Schachter-Singer Theory of Emotion
382
Stanley Schachter and Jerome Singer proposed the two-factor theory of emotion, which emphasizes the interplay between physiological arousal and cognitive labeling in forming emotional experiences. This theory suggests that emotions are not simply a result of physiological responses but rather a combination of these responses and the individual's cognitive interpretation of them.
Physiological Arousal and Cognitive Labeling
According to this theory, when an individual experiences...
Physiological Arousal and Cognitive Labeling
According to this theory, when an individual experiences...
382
