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Digital inpainting of mural images based on DC-CycleGAN

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Bibliographic Details
Main Authors: Xu, Zhigang, Zhang, Chenmin, Wu, Yanpeng
Format: Book
Language:English
Published: Springer 2023
Subjects:
CycleGAN
DC-CycleGAN
Online Access:https://link.springer.com/article/10.1186/s40494-023-01015-1
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8956
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spelling 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

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