论文标题

基于COVID-19大流行的背景下的经验,分析颜色的使用及其在视觉创作中的情感关系

Analysis of the use of color and its emotional relationship in visual creations based on experiences during the context of the COVID-19 pandemic

论文作者

González-Martín, César, Carrasco, Miguel, Oviedo, Germán

论文摘要

颜色是一个复杂的交流元素,可帮助我们理解和评估环境。在艺术创作的层面上,该组成部分影响了构图的形式方面和象征性的重量,直接影响要交流的信息的构建和传播,从而产生了特定的情感反应。在Covid-19大流行期间,人们产生了无数图像,传递了该事件的主观体验。使用在Instagram帐户凸轮(Covid Art Museum)中创建的图像的存储库,我们提出了一种方法,以了解在这种情况下使用颜色及其情感关系的方法。该过程考虑并联两个阶段,然后合并。首先,通过卷积神经网络从CAM数据集图像中提取和分类情绪。其次,我们通过聚类过程提取颜色及其和声。两个过程完成后,我们将结果结合起来,对颜色,和声和情感的使用产生扩展的讨论。结果表明,样品中暖色是普遍的,偏爱模拟成分而不是互补的颜色。情绪与这些构图之间的关系显示了积极情绪的趋势,这是由算法的先验结果以及对色彩属性(色调,色彩,色度和照明)的情感关系分析加强的。

Color is a complex communicative element that helps us understand and evaluate our environment. At the level of artistic creation, this component influences both the formal aspects of the composition and the symbolic weight, directly affecting the construction and transmission of the message that you want to communicate, creating a specific emotional reaction. During the COVID-19 pandemic, people generated countless images transmitting this event's subjective experiences. Using the repository of images created in the Instagram account CAM (The COVID Art Museum), we propose a methodology to understand the use of color and its emotional relationship in this context. The process considers two stages in parallel that are then combined. First, emotions are extracted and classified from the CAM dataset images through a convolutional neural network. Second, we extract the colors and their harmonies through a clustering process. Once both processes are completed, we combine the results generating an expanded discussion on the usage of color, harmonies, and emotion. The results indicate that warm colors are prevalent in the sample, with a preference for analog compositions over complementary ones. The relationship between emotions and these compositions shows a trend in positive emotions, reinforced by the results of the algorithm a priori and the emotional relationship analysis of the attributes of color (hue, chroma, and lighting).

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