{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,18]],"date-time":"2026-07-18T08:02:35Z","timestamp":1784361755424,"version":"3.55.0"},"publisher-location":"Singapore","reference-count":38,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819234288","type":"print"},{"value":"9789819234295","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,7,19]],"date-time":"2026-07-19T00:00:00Z","timestamp":1784419200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,7,19]],"date-time":"2026-07-19T00:00:00Z","timestamp":1784419200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2027]]},"DOI":"10.1007\/978-981-92-3429-5_13","type":"book-chapter","created":{"date-parts":[[2026,7,18]],"date-time":"2026-07-18T07:06:17Z","timestamp":1784358377000},"page":"151-163","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["A Review of Deep Learning-based Digital Restoration Methods for Murals"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-0843-3408","authenticated-orcid":false,"given":"Shaokai","family":"Hua","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Weidong","family":"Meng","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zehua","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jueting","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tingting","family":"Xu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wei","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,7,19]]},"reference":[{"key":"13_CR1","doi-asserted-by":"crossref","unstructured":"Bertalmio, M., Sapiro, G., Caselles, V., Ballester, C.: Image inpainting. In: Proceedings of the 27th Annual Conference on Computer Graphics and Interactive Techniques, pp. 417\u2013424 (2000)","DOI":"10.1145\/344779.344972"},{"issue":"9","key":"13_CR2","doi-asserted-by":"publisher","first-page":"1200","DOI":"10.1109\/TIP.2004.833105","volume":"13","author":"A Criminisi","year":"2004","unstructured":"Criminisi, A., P\u00e9rez, P., Toyama, K.: Region filling and object removal by exemplar-based image inpainting. IEEE Trans. Image Process. 13(9), 1200\u20131212 (2004)","journal-title":"IEEE Trans. Image Process."},{"key":"13_CR3","unstructured":"Goodfellow, I.J., et al.: Generative adversarial nets. In: Advances in Neural Information Processing Systems 27 (NIPS 2014) (2014)"},{"key":"13_CR4","unstructured":"Vaswani, A., et al.: Attention is all you need. In: Advances in Neural Information Processing Systems 30 (NIPS 2017) (2017)"},{"key":"13_CR5","unstructured":"Ho, J., Jain, A., Abbeel, P.: Denoising diffusion probabilistic models. In: Advances in Neural Information Processing Systems 33 (NIPS 2020), pp. 6840\u20136851 (2020)"},{"key":"13_CR6","doi-asserted-by":"crossref","unstructured":"Liu, G., Reda, F.A., Shih, K.J., Wang, T.C., Tao, A., Catanzaro, B.: Image inpainting for irregular holes using partial convolutions. In: Proceedings of the European Conference on Computer Vision (ECCV), pp. 85\u2013100 (2018)","DOI":"10.1007\/978-3-030-01252-6_6"},{"issue":"3","key":"13_CR7","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/1302\/3\/032040","volume":"1302","author":"M Chen","year":"2019","unstructured":"Chen, M., Zhao, X., Xu, D.: Image inpainting for digital Dunhuang murals using partial convolutions and sliding window method. J. Phys. Conf. Ser. 1302(3), 032040 (2019)","journal-title":"J. Phys. Conf. Ser."},{"key":"13_CR8","doi-asserted-by":"publisher","first-page":"3720","DOI":"10.1109\/TIP.2021.3064268","volume":"30","author":"N Wang","year":"2021","unstructured":"Wang, N., Wang, W., Hu, W., Fenster, A., Li, S.: Thanka mural inpainting based on multi-scale adaptive partial convolution and stroke-like mask. IEEE Trans. Image Process. 30, 3720\u20133733 (2021)","journal-title":"IEEE Trans. Image Process."},{"key":"13_CR9","doi-asserted-by":"crossref","unstructured":"Yu, J., Lin, Z., Yang, J., Shen, X., Lu, X., Huang, T.S.: Free-form image inpainting with gated convolution. In: Proceedings of the IEEE\/CVF International Conference on Computer Vision, pp. 4471\u20134480 (2019)","DOI":"10.1109\/ICCV.2019.00457"},{"key":"13_CR10","doi-asserted-by":"publisher","first-page":"84360","DOI":"10.1109\/ACCESS.2023.3299876","volume":"11","author":"Y Jia","year":"2023","unstructured":"Jia, Y., Li, H., Fang, J., Chen, X., Ji, L., Wang, N.: Image inpainting of thangka murals using edge-assisted feature fusion and self attention based local refine network. IEEE Access. 11, 84360\u201384370 (2023)","journal-title":"IEEE Access"},{"issue":"1","key":"13_CR11","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s40494-024-01391-2","volume":"12","author":"Z Sun","year":"2024","unstructured":"Sun, Z., Lei, Y., Wu, X.: Ancient paintings inpainting based on dual encoders and contextual information. Herit. Sci. 12(1), 1\u201315 (2024)","journal-title":"Herit. Sci."},{"key":"13_CR12","doi-asserted-by":"crossref","unstructured":"Yu, J., Lin, Z., Yang, J., Shen, X., Lu, X., Huang, T.S.: Generative image inpainting with contextual attention. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 5505\u20135514 (2018)","DOI":"10.1109\/CVPR.2018.00577"},{"issue":"6","key":"13_CR13","doi-asserted-by":"publisher","first-page":"3972","DOI":"10.3390\/app13063972","volume":"13","author":"M Wu","year":"2023","unstructured":"Wu, M., Chang, X., Wang, J.: Fragments inpainting for tomb murals using a dual-attention mechanism GAN with improved generators. Appl. Sci. 13(6), 3972 (2023)","journal-title":"Appl. Sci."},{"issue":"1","key":"13_CR14","doi-asserted-by":"publisher","first-page":"305","DOI":"10.1038\/s40494-025-01891-9","volume":"13","author":"J Zhang","year":"2025","unstructured":"Zhang, J., Bai, S., Zeng, X., Liu, K., Yuan, H.: Supporting historic mural image inpainting by using coordinate attention aggregated transformations with U-net-based discriminator. npj Herit. Sci. 13(1), 305 (2025)","journal-title":"npj Herit. Sci."},{"issue":"9","key":"13_CR15","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0307811","volume":"19","author":"J Cao","year":"2024","unstructured":"Cao, J., Wang, X., Wang, F., Cao, Z., Liu, J., Yang, Z.: Two-stage mural image restoration using an edge-constrained attention mechanism. PLoS One. 19(9), e0307811 (2024)","journal-title":"PLoS One"},{"key":"13_CR16","unstructured":"Dosovitskiy, A., et al.: An image is worth 16\u00a0\u00d7\u00a016 words: transformers for image recognition at scale. arXiv preprint arXiv:2010.11929 (2020)"},{"key":"13_CR17","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2025.128957","volume":"296","author":"S Qu","year":"2026","unstructured":"Qu, S., et al.: High-fidelity mural inpainting via progressive reconstruction and damage-aware adaptation. Expert Syst. Appl. 296, 128957 (2026)","journal-title":"Expert Syst. Appl."},{"key":"13_CR18","doi-asserted-by":"publisher","first-page":"38809","DOI":"10.1109\/ACCESS.2025.3542320","volume":"13","author":"J Yang","year":"2025","unstructured":"Yang, J., Ruhaiyem, N.I.R., Zhou, C.: A 3M-hybrid model for the restoration of unique giant murals: a case study on the murals of yongle palace. IEEE Access. 13, 38809\u201338824 (2025)","journal-title":"IEEE Access"},{"key":"13_CR19","first-page":"234","volume-title":"Medical Image Computing and Computer-Assisted Intervention\u00a0\u2013\u00a0MICCAI 2015. MICCAI 2015. Lecture Notes in Computer Science","author":"O Ronneberger","year":"2015","unstructured":"Ronneberger, O., Fischer, P., Brox, T.: U-Net: convolutional networks for biomedical image segmentation. In: Navab, N., Hornegger, J., Wells, W., Frangi, A. (eds.) Medical Image Computing and Computer-Assisted Intervention\u00a0\u2013\u00a0MICCAI 2015. MICCAI 2015. Lecture Notes in Computer Science, vol. 9351, pp. 234\u2013241. Springer, Cham (2015)"},{"issue":"3","key":"13_CR20","doi-asserted-by":"publisher","first-page":"1422","DOI":"10.3390\/app15031422","volume":"15","author":"M Jia","year":"2025","unstructured":"Jia, M., Hu, J., Yang, Z., Liu, W., Qi, J., Chen, B.: Automatic restoration of Dunhuang murals and process visualization method based on deep learning. Appl. Sci. 15(3), 1422 (2025)","journal-title":"Appl. Sci."},{"key":"13_CR21","unstructured":"Yu, F., Koltun, V.: Multi-scale context aggregation by dilated convolutions. arXiv preprint arXiv:1511.07122 (2015)"},{"issue":"1","key":"13_CR22","doi-asserted-by":"publisher","first-page":"188","DOI":"10.1038\/s40494-025-01710-1","volume":"13","author":"Q Lyu","year":"2025","unstructured":"Lyu, Q., Zhao, N., Song, J., Yang, Y., Gong, Y.: Mural inpainting via two-stage generative adversarial network. npj Herit. Sci. 13(1), 188 (2025)","journal-title":"npj Herit. Sci."},{"key":"13_CR23","unstructured":"Lei, Y., et al.: CMAMRNet: A contextual mask-aware network enhancing mural restoration through comprehensive mask guidance. arXiv preprint arXiv:2508.07140 (2025)"},{"issue":"3","key":"13_CR24","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3737703","volume":"18","author":"L Li","year":"2025","unstructured":"Li, L., et al.: Line drawing-guided progressive inpainting for mural damage. ACM J. Comput. Cult. Herit. 18(3), 1\u201320 (2025)","journal-title":"ACM J. Comput. Cult. Herit."},{"key":"13_CR25","doi-asserted-by":"publisher","DOI":"10.3389\/frai.2024.1453847","volume":"7","author":"G Sumathi","year":"2024","unstructured":"Sumathi, G., Uma Devi, M.: Inpainting of damaged temple murals using edge-and line-guided diffusion patch GAN. Front. Artif. Intell. 7, 1453847 (2024)","journal-title":"Front. Artif. Intell."},{"issue":"1","key":"13_CR26","doi-asserted-by":"publisher","first-page":"667","DOI":"10.1038\/s40494-025-02232-6","volume":"13","author":"C Jiang","year":"2025","unstructured":"Jiang, C., Ren, T., Cheng, Z.: All-in-one mural restoration with prompt-guided residual diffusion. npj Herit. Sci. 13(1), 667 (2025)","journal-title":"npj Herit. Sci."},{"issue":"1","key":"13_CR27","doi-asserted-by":"publisher","first-page":"504","DOI":"10.1038\/s40494-025-02047-5","volume":"13","author":"Z Xu","year":"2025","unstructured":"Xu, Z., et al.: Automated mural restoration via semi supervised segmentation and prompt guided diffusion inpainting. npj Herit. Sci. 13(1), 504 (2025)","journal-title":"npj Herit. Sci."},{"key":"13_CR28","doi-asserted-by":"crossref","unstructured":"Schmidt, A., Madhu, P., Maier, A., Christlein, V., Kosti, R.: ARIN: Adaptive resampling and instance normalization for robust blind inpainting of Dunhuang cave paintings. In: 2022 11th International Conference on Image Processing Theory, Tools and Applications (IPTA), pp. 1\u20136. IEEE (2022)","DOI":"10.1109\/IPTA54936.2022.9784144"},{"key":"13_CR29","doi-asserted-by":"crossref","unstructured":"Nazeri, K., Ng, E., Joseph, T., Qureshi, F., Ebrahimi, M.: EdgeConnect: Structure guided image inpainting using edge prediction. In: Proceedings of the IEEE\/CVF International Conference on Computer Vision Workshops, pp. 3265\u20133274 (2019)","DOI":"10.1109\/ICCVW.2019.00408"},{"issue":"1","key":"13_CR30","doi-asserted-by":"publisher","first-page":"135","DOI":"10.1186\/s40494-022-00771-w","volume":"10","author":"C Lv","year":"2022","unstructured":"Lv, C., Li, Z., Shen, Y., Li, J., Zheng, J.: SeparaFill: Two generators connected mural image restoration based on generative adversarial network with skip connect. Herit. Sci. 10(1), 135 (2022)","journal-title":"Herit. Sci."},{"issue":"1","key":"13_CR31","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s40494-023-00972-x","volume":"11","author":"X Deng","year":"2023","unstructured":"Deng, X., Yu, Y.: Ancient mural inpainting via structure information guided two-branch model. Herit. Sci. 11(1), 1\u201317 (2023)","journal-title":"Herit. Sci."},{"key":"13_CR32","doi-asserted-by":"crossref","unstructured":"Wang, H.L., et al.: Dunhuang Mural Restoration Using Deep Learning. In: SIGGRAPH Asia 2018 Technical Briefs, pp. 1\u20134 (2018)","DOI":"10.1145\/3283254.3283263"},{"issue":"1","key":"13_CR33","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s40494-020-0355-x","volume":"8","author":"J Cao","year":"2020","unstructured":"Cao, J., Zhang, Z., Zhao, A., Cui, H., Zhang, Q.: Ancient mural restoration based on a modified generative adversarial network. Herit. Sci. 8(1), 1\u201314 (2020)","journal-title":"Herit. Sci."},{"issue":"1","key":"13_CR34","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s40494-024-01159-8","volume":"12","author":"H Ren","year":"2024","unstructured":"Ren, H., Sun, K., Zhao, F., Zhu, X.: Dunhuang murals image restoration method based on generative adversarial network. Herit. Sci. 12(1), 1\u201320 (2024)","journal-title":"Herit. Sci."},{"issue":"3","key":"13_CR35","doi-asserted-by":"publisher","first-page":"2169","DOI":"10.1109\/TETCI.2024.3359038","volume":"8","author":"Z Xu","year":"2024","unstructured":"Xu, Z., Zhang, X., Chen, W., Liu, J., Xu, T., Wang, Z.: MuralDiff: Diffusion for ancient murals restoration on large-scale pre-training. IEEE Trans. Emerg. Top. Comput. Intell. 8(3), 2169\u20132181 (2024)","journal-title":"IEEE Trans. Emerg. Top. Comput. Intell."},{"key":"13_CR36","volume-title":"Learning Mural Restoration from Degraded Data via Unsupervised Low-Rank Residual Diffusion","author":"Y Yan","year":"2026","unstructured":"Yan, Y., Lv, Z., Jiang, C., Cheng, Z.: Learning Mural Restoration from Degraded Data via Unsupervised Low-Rank Residual Diffusion. Research Square PREPRINT (2026)"},{"key":"13_CR37","unstructured":"Yu, T., et al.: Dunhuang grottoes painting dataset and benchmark. arXiv preprint arXiv:1907.04589 (2019)"},{"issue":"1","key":"13_CR38","doi-asserted-by":"publisher","first-page":"955","DOI":"10.1038\/s41597-024-03785-0","volume":"11","author":"Z Xu","year":"2024","unstructured":"Xu, Z., et al.: A comprehensive dataset for digital restoration of Dunhuang murals. Sci. Data. 11(1), 955 (2024)","journal-title":"Sci. Data"}],"container-title":["Lecture Notes in Computer Science","Advanced Intelligent Computing Technology and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-92-3429-5_13","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,18]],"date-time":"2026-07-18T07:06:19Z","timestamp":1784358379000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-92-3429-5_13"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,19]]},"ISBN":["9789819234288","9789819234295"],"references-count":38,"URL":"https:\/\/doi.org\/10.1007\/978-981-92-3429-5_13","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,19]]},"assertion":[{"value":"19 July 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICIC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Intelligent Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Toronto","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Canada","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2026","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 July 2026","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 July 2026","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icic2026a","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.ic-icc.cn\/2026\/index.htm","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}