Feature Fusion based Cross-modal Retrieval for Traditional Chinese Painting

Dong, Zhenhao; Wan, Jing; Li, Chaoyue; Han, Jiang; Qian, Yingge; Pan, Wenxie

doi:10.1109/iccst50977.2020.00080

Cited by 4 publications

(1 citation statement)

References 16 publications

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“…At the same time, some researchers note that the study of traditional art as a basis for modern painting can increase the level of students' motivation to learn. Such ideas are expressed and proven in the works by such authors as Yuting Pan, Wei Yu [19] and Zhenhao Dong, Jing Wan, Chaoyue Li, Han Jiang, Yingge Qian [20]. In modern scientific literature, there is also a point of view that the combination of modern and traditional painting techniques allows to create a unique author's style [20, p.30].…”

Section: Discussionmentioning

confidence: 99%

Impact and features of Chinese realism in painting with focus on tradition and modernity

2021

jett

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The relevance of the research topic lies in the fact that Western trends dominate in contemporary the Chinese realistic art, while interest in traditional painting techniques in a realistic direction has practically disappeared. To preserve the national cultural heritage, it is necessary to study more carefully the possibilities of applying traditional ideas in modern realistic painting. The purpose of the study is to identify the features of the traditional foundations of Chinese painting and their applied value for teaching students of modern painting. The objectives of the research are to analyze the scientific literature on the topic, conduct a survey among students to assess the traditions of Chinese re-artistic painting, as well as summarize the results of empirical research. The research methodology includes the methods of the general scientific group (analysis, synthesis, induction, deduction), as well as methods of art history analysis: historical and logical; analogy method; method of formal comparison. In an empirical study, the method of statistical analysis was used, applied using the program Neural Designer, a tool for advanced statistical analysis. The research materials were the results of a survey of 3rd year students (bachelor's degree). Three groups of students were interviewed, each of which included 25 people: two experimental groups and one control group. The author of the study came to the conclusion that the combination of traditional and modern techniques in realistic painting in the classroom can increase the motivation for learning, develop new technical skills among students studying in the specialty «painting and graphics».

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Section: Discussionmentioning

confidence: 99%

Impact and features of Chinese realism in painting with focus on tradition and modernity

2021

jett

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Computational Approaches for Traditional Chinese Painting: From the “Six Principles of Painting” Perspective

Zhang,

Wong

et al. 2024

J. Comput. Sci. Technol.

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A fuzzy control algorithm based on artificial intelligence for the fusion of traditional Chinese painting and AI painting

2024

Sci Rep

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Recently, artificial intelligence (AI)-generated resources have gained popularity because of their high effectiveness and reliability in terms of output and capacity to be customized and broadened, especially in image generation. Traditional Chinese paintings (TCPs) are incomplete because their color contrast is insufficient, and object reality is minimal. However, combining AI painting (AIP) with TCP remains inadequate and uncertain because of image features such as patterns, styles, and color. Hence, an algorithm named variational fusion-based fuzzy accelerated painting (VF2AP) has been proposed to resolve this challenge. Initially, the collected TCP data source is applied for preprocessing to convert it into a grayscale image. Then, the feature extraction process is performed via fuzzy-based local binary pattern (FLBP) and brushstroke patterns to enhance the fusion of intelligent fuzzy logic to optimize the local patterns of textures in a noisy image. Second, the extracted features are used as inputs to the variational autoencoder (VAE), which is used to avoid latent space irregularities in the image and the reconstructed image by maintaining minimum reconstruction loss. Third, fuzzy inference rules are applied to avoid variation in the fusion process of the reconstructed and original images. Fourth, the feedback mechanism is designed with evaluation metrics such as area under the curve-receiver operating characteristic (AUC-ROC) analysis, mean square error (MSE), structural similarity index (SSIM), and Kullback‒Leibler (KL) divergence to enhance the viewer's understanding of fused painting images.

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Feature Fusion based Cross-modal Retrieval for Traditional Chinese Painting

Cited by 4 publications

References 16 publications

Impact and features of Chinese realism in painting with focus on tradition and modernity

Impact and features of Chinese realism in painting with focus on tradition and modernity

Computational Approaches for Traditional Chinese Painting: From the “Six Principles of Painting” Perspective

A fuzzy control algorithm based on artificial intelligence for the fusion of traditional Chinese painting and AI painting

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