诱发情绪:一种艺术风格的接种对情感强烈的图像的影响。

IF 1.7 4区 医学 Q4 NEUROSCIENCES
Amparo Caceres Gutierrez, Julián Tejada, Enrique García Fernández-Abascal
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引用次数: 0

摘要

本研究的目的是研究卷积神经网络(CNN)艺术过滤器的应用如何成为一种替代方法,以减轻对互联网新闻中发布的具有强烈情感内容的照片的情绪反应。通过CNN提取梵高的艺术风格,并选择64张覆盖整个情感空间的IAPS图像进行接种。140名男女大学生(70名男性和70名女性)平均年龄为22岁,他们评估了128个刺激物,其中64个是原始的,64个是数字接种的,给人的感觉是用梵高的艺术风格画的。刺激评价分为4组:1高唤醒-正效,2负效-低唤醒,3高唤醒-负效,4低唤醒-正效。原始图像(OI)往往产生不太愉快的效果,而用CNN制作的滤镜接种的图像引起的反应倾向于平静。情绪状态最显著的变化是在效价上,艺术风格的接种刺激产生了倾向于愉悦效果的变化。OI和CNN的维度效价和觉醒比较的平均值可以显示情绪状态的差异,结果可以允许开发一种方法,基于通过CNN在情感强烈的图像中接种原画的艺术风格,创建一个新的图像来取代在互联网新闻中发布的强烈图像。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Elicited emotion: effects of inoculation of an art style on emotionally strong images.

The objective of this research is to study how the application of the Convolutional Neural Network (CNN) artistic filter can be an alternative to mitigate the emotional response to photographs with strong emotional content published in Internet news. Van Gogh's artistic style was extracted through a CNN and inoculated with 64 IAPS images chosen to cover the entire emotional space. 140 university students of both sexes (70 men and 70 women) with an average age of 22 years, evaluated 128 stimuli, 64 original and 64 digitally inoculated, giving the appearance that they were painted with the artistic style of Van Gogh. For the evaluation of the stimuli, four groups were established under the conditions: 1 high arousal-positive valence, 2 negative valence-low arousal, 3 high arousal-negative valence and 4, low arousal, positive valence. The original images (OI) tended to produce less pleasant effects, while the images inoculated with filters made with CNN provoked reactions with a tendency to calm. The most significant changes in the emotional states are observed in the valence, the stimuli with the inoculation of the artistic style produces alterations with a tendency to pleasant effects. The averages of the comparisons of the dimensions valence and arousal of the OI and the CNN allow to show that there are differences in the emotional states, the results can permit the development of a methodology that, based on the inoculation of the artistic style of original paintings through CNN in emotionally strong images, a new image is created that replaces the strong images published in the Internet news.

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来源期刊
CiteScore
3.60
自引率
5.00%
发文量
228
审稿时长
1 months
期刊介绍: Founded in 1966, Experimental Brain Research publishes original contributions on many aspects of experimental research of the central and peripheral nervous system. The focus is on molecular, physiology, behavior, neurochemistry, developmental, cellular and molecular neurobiology, and experimental pathology relevant to general problems of cerebral function. The journal publishes original papers, reviews, and mini-reviews.
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