Digital inpainting of mural images based on DC-CycleGAN
CC-BY
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| Định dạng: | Sách |
| Ngôn ngữ: | English |
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Springer
2023
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| Truy cập trực tuyến: | https://link.springer.com/article/10.1186/s40494-023-01015-1 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8956 |
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oai:localhost:PNK-89562023-08-25T07:50:34Z Digital inpainting of mural images based on DC-CycleGAN Xu, Zhigang Zhang, Chenmin Wu, Yanpeng CycleGAN DC-CycleGAN CC-BY Located in Dunhuang, northwest China, the Mogao Grottoes are a cultural treasure of China and the world. However, after more than 2000 years of weathering and destruction, many murals faded and were damaged. This treasure of human art is in danger. Mural inpainting through deep learning can permanently preserve mural information. Therefore, a digital restoration method combining the Deformable Convolution (DCN), ECANet, ResNet and Cycle Generative Adversarial Network (CycleGAN) is proposed. We name it DC-CycleGAN. Compared with other image digital inpainting methods, the proposed DC-CycleGAN based mural image color inpainting method has better inpainting effects and higher model performance. 2023-08-25T07:50:34Z 2023-08-25T07:50:34Z 2023 Book https://link.springer.com/article/10.1186/s40494-023-01015-1 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8956 en application/pdf Springer |
| institution |
Digital Phenikaa |
| collection |
Digital Phenikaa |
| language |
English |
| topic |
CycleGAN DC-CycleGAN |
| spellingShingle |
CycleGAN DC-CycleGAN Xu, Zhigang Zhang, Chenmin Wu, Yanpeng Digital inpainting of mural images based on DC-CycleGAN |
| description |
CC-BY |
| format |
Book |
| author |
Xu, Zhigang Zhang, Chenmin Wu, Yanpeng |
| author_facet |
Xu, Zhigang Zhang, Chenmin Wu, Yanpeng |
| author_sort |
Xu, Zhigang |
| title |
Digital inpainting of mural images based on DC-CycleGAN |
| title_short |
Digital inpainting of mural images based on DC-CycleGAN |
| title_full |
Digital inpainting of mural images based on DC-CycleGAN |
| title_fullStr |
Digital inpainting of mural images based on DC-CycleGAN |
| title_full_unstemmed |
Digital inpainting of mural images based on DC-CycleGAN |
| title_sort |
digital inpainting of mural images based on dc-cyclegan |
| publisher |
Springer |
| publishDate |
2023 |
| url |
https://link.springer.com/article/10.1186/s40494-023-01015-1 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8956 |
| _version_ |
1775230275347808256 |
| score |
8.891145 |