Abstract
Accurate and fast recognition of ink symbols can enhance the perception ability of intelligent ink symbols in the environment, provide information input for the operation of intelligent ink symbols, and improve the perfection of ink painting. This paper proposes an end-to-end deep neural network model based on YOLOv3 for overall and individual recognition of ink symbols from a computer vision perspective. Ink symbol images generated by the simulation software are used for learning the overall and individual ink symbol detection models. Experiments demonstrate that the YOLOv3 detection algorithm has a good detection effect on ink symbolic targets, and the recognition of individual ink symbols has higher accuracy and flexibility, which provides a preliminary solution idea to solve the ink symbol information perception problem.
Highlights
Today, in an era of rapid cultural interaction, exchange, and integration, we must actively explore our own traditional culture and create a national design firm with Chinese characteristics to promote the trend of Chinese traditional culture design [1]
We explore how the emotional factors of ink symbols and their art forms can contribute to the development direction of modern visual image design in China, influence people’s visual judgment, and combine the emotional factors of ink symbols with modern visual image design to move the cause of contemporary ink design in China forward [10]
Is paper proposes an end-to-end deep neural network model based on YOLOv3 for overall and individual recognition of ink symbols from a computer vision perspective [11, 12]
Summary
In an era of rapid cultural interaction, exchange, and integration, we must actively explore our own traditional culture and create a national design firm with Chinese characteristics to promote the trend of Chinese traditional culture design [1]. Beautiful, generous, and even diversified forms of art design styles break the traditional forms of decorative art, so that contemporary ink symbols and modern visual graphic functions are Wireless Communications and Mobile Computing continuously integrated to explore their spiritual connotations. Is paper intends to deconstruct and reorganize the development trend of the emotional factors of ink symbols in modern visual graphic design under the background of the great cultural prosperity and development of modern society and to study the art form and artistic emotional expression of ink symbols by combining the emotional characteristics of contemporary visual law, reasoning, and expression of ink symbols, analyzing the traditional cultural heritage and design thinking inherent in ink symbols and gradually [9]. Experiments show that the YOLOv3 detection algorithm has a good detection effect on ink symbolic targets, and the recognition of individual ink symbols has higher accuracy and flexibility, which provides a preliminary solution to the problem of ink symbol information perception
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