Research on the Art Value and Application of Art Creation Based on the Emotion Analysis of Art

Abstract

The ultimate embodiment of the value of the art creation process is artistic value, which is the embodiment of the greatest value created by art. Art creation is a form of art culture expression. To make their works more cultural and artistic, creators incorporate their personal creative style and ideological concepts. The ultimate expression of the value of the art creation process is artistic value, which is the embodiment of the greatest value of art creation. It provides a useful method for conducting digital research on human artistic works and has important implications for the protection and innovation of such works. In order to better realize artistic work research and innovation, this article primarily organizes and analyzes the literature on art classification and sentiment analysis currently available in the United States and abroad. This paper proposes a Python-based machine learning art emotion analysis method to investigate the issue of art emotion analysis. This program can achieve better results in analyzing sentiment orientation through a large number of experiments, and it is more efficient than a traditional weighted art sentiment analysis algorithm. This paper proposes a conditional random field extraction of core sentences-based art sentiment analysis algorithm for long works of art. The conditional random field is used to locate evaluation objects from which core sentences can be extracted, and an algorithm for sentiment sentence emotional polarity weight synthesis is proposed. Finally, experiments are used to compare the algorithm. The algorithm’s stability and effectiveness are demonstrated by its accuracy, recall, and F-value.

Emotional design theory of digital art combined with perceptual machine model

“…The activation functions of the network are 0 f and 1 f , where 0 f is the image algebraic characteristic function: A   , where A is the threshold value when the input image is binarized and processed. 1 f is defined as follows:…”

“…The effective design theory of digital art is an important research direction that has received much attention in visual communication design and brand design in recent years [1]. Digital media is now an indispensable part of people's lives due to the rapid development of information technology.…”

“…2 Emotional design of digital art based on visual perception machine 2.1 Emotional Design of brands in different categories 1) In different categories of brands for brand design, the product is always the core (packaging is a special product), is the basis of the brand, and is the core emotional carrier to communicate the brand and consumer mind. Function, form, color, and material are the four components that shape product emotions.…”

Promoting Environmental Protection through Art: The Feasibility of the Concept of Environmental Protection in Contemporary Painting Art

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Ranking the art design and applications of artificial intelligence and machine learning

“…The evaluation results revealed that the system could enhance the learning outcomes of the vocational art teaching school. Wang 7 has performed a study on the analysis of the literature on art classification and sentiment analysis. The problem of art emotion analysis was addressed by the implementation of the Python‐grounded ML art emotion analysis approach.…”