A Dataset for Generating Chinese Landscape Painting

Zengguo Sun, Haoyue Li,Xiaojun Wu,Yumei Zhang, Rong Guo, Biyu Wang, Liren Dong

2023 International Conference on Culture-Oriented Science and Technology (CoST)(2023)

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摘要
A dataset was constructed for intelligent generation of Chinese landscape paintings based on deep learning, which provides the scientific assistance for inheriting the traditional Chinese culture. This dataset is originated from the two of top ten paintings in ancient China, i.e., “Dwelling in the Fuchun Mountains” with ink wash style and “A Thousand Li of Rivers and Mountains” with style of blue and green. This dataset contains landscape paintings and their corresponding sketches, as well as photos of natural landscapes. The samples of landscape paintings are achieved with the size of $256\times 256$ due to the technique of image preprocessing, the samples of sketches are generated by the canny edge detector, and the samples of landscape photos are formed by image flipping. The above samples of landscape paintings, sketches, and photos make the dataset more flexible for the generation of landscape paintings. Based on this dataset, landscape paintings can be generated from sketches and photos respectively, and landscape paintings can be transferred from one style to another. The experimental results demonstrate the suitability of the dataset for the field of landscape painting generation. The constructed dataset will be publicly available to the community.
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关键词
Chinese landscape painting generation,Deep learning,Sketch,Canny edge detection,Generative adversarial networks
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