{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,14]],"date-time":"2026-04-14T10:08:40Z","timestamp":1776161320150,"version":"3.50.1"},"reference-count":41,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"publisher","award":["31920240100"],"award-info":[{"award-number":["31920240100"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100013139","name":"Humanities and Social Science Fund of Ministry of Education of the People&apos;s Republic of China","doi-asserted-by":"publisher","award":["23XJAZH005"],"award-info":[{"award-number":["23XJAZH005"]}],"id":[{"id":"10.13039\/501100013139","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100018554","name":"Science and Technology Program of Gansu Province","doi-asserted-by":"publisher","award":["23JRRA1737"],"award-info":[{"award-number":["23JRRA1737"]}],"id":[{"id":"10.13039\/501100018554","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Digital Signal Processing"],"published-print":{"date-parts":[[2026,6]]},"DOI":"10.1016\/j.dsp.2026.106067","type":"journal-article","created":{"date-parts":[[2026,3,19]],"date-time":"2026-03-19T07:49:46Z","timestamp":1773906586000},"page":"106067","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"C","title":["Multi-stage progressive reasoning for Dunhuang murals inpainting"],"prefix":"10.1016","volume":"176","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7213-4743","authenticated-orcid":false,"given":"Wenjie","family":"Liu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-9655-0931","authenticated-orcid":false,"given":"Yuqing","family":"Shi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0865-401X","authenticated-orcid":false,"given":"Shiqiang","family":"Du","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2087-6248","authenticated-orcid":false,"given":"Baokai","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-3702-5252","authenticated-orcid":false,"given":"Jiacheng","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-3669-7069","authenticated-orcid":false,"given":"Jianhua","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"78","reference":[{"key":"10.1016\/j.dsp.2026.106067_bib0001","series-title":"2011 Workshop on Digital Media and Digital Content Management","first-page":"203","article-title":"Virtual completion of facial image in ancient murals","author":"Wang","year":"2011"},{"issue":"2","key":"10.1016\/j.dsp.2026.106067_bib0002","first-page":"284","article-title":"Dunhuang mural inpainting in intricate disrepaired region based on improvement of priority algorithm","volume":"23","author":"Yang","year":"2011","journal-title":"J. Comput.-Aided Design Comput. Graphics"},{"issue":"12","key":"10.1016\/j.dsp.2026.106067_bib0003","first-page":"1847","article-title":"A murals inpainting algorithm based on sparse representation model","volume":"43","author":"Li","year":"2018","journal-title":"Wuhan Daxue Xuebao (Xinxi Kexue Ban)\/Geomatics and Information Science of Wuhan University"},{"key":"10.1016\/j.dsp.2026.106067_bib0004","series-title":"2018 IEEE 3Rd International Conference on Image, Vision and Computing (ICIVC)","first-page":"143","article-title":"Crack detection and images inpainting method for thai mural painting images","author":"Jaidilert","year":"2018"},{"issue":"1","key":"10.1016\/j.dsp.2026.106067_bib0005","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s40494-019-0281-y","article-title":"Restoration of an ancient temple mural by a local search algorithm of an adaptive sample block","volume":"7","author":"Cao","year":"2019","journal-title":"Heritage Sci."},{"key":"10.1016\/j.dsp.2026.106067_bib0006","series-title":"Chinese Conference on Pattern Recognition and Computer Vision (PRCV)","first-page":"279","article-title":"Dunhuang mural line drawing based on bi-Dexined network and adaptive weight learning","author":"Liu","year":"2022"},{"key":"10.1016\/j.dsp.2026.106067_bib0007","doi-asserted-by":"crossref","first-page":"3720","DOI":"10.1109\/TIP.2021.3064268","article-title":"Thanka mural inpainting based on multi-scale adaptive partial convolution and stroke-like mask","volume":"30","author":"Wang","year":"2021","journal-title":"IEEE Trans. Image Process."},{"issue":"1","key":"10.1016\/j.dsp.2026.106067_bib0008","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s40494-020-0355-x","article-title":"Ancient mural restoration based on a modified generative adversarial network","volume":"8","author":"Cao","year":"2020","journal-title":"Heritage Sci."},{"key":"10.1016\/j.dsp.2026.106067_bib0009","doi-asserted-by":"crossref","DOI":"10.1088\/1742-6596\/1302\/3\/032040","article-title":"Image inpainting for digital dunhuang murals using partial convolutions and sliding window method","volume":"1302","author":"Chen","year":"2019","journal-title":"J. Phys. Conf. Ser."},{"key":"10.1016\/j.dsp.2026.106067_bib0010","series-title":"2022 Eleventh International Conference on Image Processing Theory, Tools and Applications (IPTA)","first-page":"1","article-title":"ARIN: Adaptive resampling and instance normalization for robust blind inpainting of dunhuang cave paintings","author":"Schmidt","year":"2022"},{"issue":"3","key":"10.1016\/j.dsp.2026.106067_bib0011","first-page":"1","article-title":"Inpainting of dunhuang murals by sparsely modeling the texture similarity and structure continuity","volume":"12","author":"Wang","year":"2019","journal-title":"J. Comput. Cultural Heritage (JOCCH)"},{"key":"10.1016\/j.dsp.2026.106067_bib0012","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision Workshops","article-title":"End-to-end partial convolutions neural networks for dunhuang grottoes wall-painting restoration","author":"Yu","year":"2019"},{"issue":"6","key":"10.1016\/j.dsp.2026.106067_bib0013","doi-asserted-by":"crossref","first-page":"2091","DOI":"10.3390\/s21062091","article-title":"Colour-balanced edge-guided digital inpainting: applications on artworks","volume":"21","author":"Ciortan","year":"2021","journal-title":"Sensors"},{"issue":"6","key":"10.1016\/j.dsp.2026.106067_bib0014","first-page":"11","article-title":"A global and local feature weighted method for ancient murals inpainting","author":"Wang","year":"2020","journal-title":"Int. J. Mach. Learn. Cybern."},{"key":"10.1016\/j.dsp.2026.106067_bib0015","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"5505","article-title":"Generative image inpainting with contextual attention","author":"Yu","year":"2018"},{"key":"10.1016\/j.dsp.2026.106067_bib0016","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision","first-page":"4170","article-title":"Coherent semantic attention for image inpainting","author":"Liu","year":"2019"},{"key":"10.1016\/j.dsp.2026.106067_bib0017","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"1486","article-title":"Learning pyramid-context encoder network for high-quality image inpainting","author":"Zeng","year":"2019"},{"key":"10.1016\/j.dsp.2026.106067_bib0018","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision","first-page":"8858","article-title":"Image inpainting with learnable bidirectional attention maps","author":"Xie","year":"2019"},{"key":"10.1016\/j.dsp.2026.106067_bib0019","doi-asserted-by":"crossref","DOI":"10.1016\/j.patcog.2023.109897","article-title":"Sparse self-attention transformer for image inpainting","volume":"145","author":"Huang","year":"2024","journal-title":"Pattern Recognit."},{"key":"10.1016\/j.dsp.2026.106067_bib0020","doi-asserted-by":"crossref","first-page":"7649","DOI":"10.1109\/TMM.2024.3369897","article-title":"HINT: High-quality inpainting transformer with mask-aware encoding and enhanced attention","volume":"26","author":"Chen","year":"2024","journal-title":"IEEE Trans. Multimedia"},{"key":"10.1016\/j.dsp.2026.106067_bib0021","doi-asserted-by":"crossref","first-page":"2405","DOI":"10.1109\/TIP.2022.3152624","article-title":"Image inpainting with local and global refinement","volume":"31","author":"Quan","year":"2022","journal-title":"IEEE Trans. Image Process."},{"key":"10.1016\/j.dsp.2026.106067_bib0022","series-title":"Proceedings of the 29Th ACM International Conference on Multimedia","first-page":"386","article-title":"Jpgnet: joint predictive filtering and generative network for image inpainting","author":"Guo","year":"2021"},{"key":"10.1016\/j.dsp.2026.106067_bib0023","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision","first-page":"4471","article-title":"Free-form image inpainting with gated convolution","author":"Yu","year":"2019"},{"key":"10.1016\/j.dsp.2026.106067_bib0024","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision","first-page":"181","article-title":"Structureflow: image inpainting via structure-aware appearance flow","author":"Ren","year":"2019"},{"key":"10.1016\/j.dsp.2026.106067_bib0025","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision","first-page":"14134","article-title":"Image inpainting via conditional texture and structure dual generation","author":"Guo","year":"2021"},{"key":"10.1016\/j.dsp.2026.106067_bib0026","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision","first-page":"16991","article-title":"Ultra high-Resolution image inpainting with patch-Based content consistency adapter","author":"Zhang","year":"2025"},{"key":"10.1016\/j.dsp.2026.106067_bib0027","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision","first-page":"23540","article-title":"Adapting text-to-Image generation with feature difference instruction for generic image restoration","author":"Wang","year":"2025"},{"key":"10.1016\/j.dsp.2026.106067_bib0028","series-title":"Proceedings of the 27Th ACM International Conference on Multimedia","first-page":"2496","article-title":"Progressive image inpainting with full-resolution residual network","author":"Guo","year":"2019"},{"key":"10.1016\/j.dsp.2026.106067_bib0029","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision","first-page":"5962","article-title":"Progressive reconstruction of visual structure for image inpainting","author":"Li","year":"2019"},{"key":"10.1016\/j.dsp.2026.106067_bib0030","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"7760","article-title":"Recurrent feature reasoning for image inpainting","author":"Li","year":"2020"},{"key":"10.1016\/j.dsp.2026.106067_bib0031","series-title":"Proceedings of the European Conference on Computer Vision (ECCV)","first-page":"1","article-title":"High-resolution image inpainting with iterative confidence feedback and guided upsampling","author":"Zeng","year":"2020"},{"issue":"2","key":"10.1016\/j.dsp.2026.106067_bib0032","doi-asserted-by":"crossref","first-page":"1959","DOI":"10.1007\/s00521-022-07806-0","article-title":"C3N: Content-constrained convolutional network for mural image completion","volume":"35","author":"Peng","year":"2023","journal-title":"Neural Comput. Appl."},{"key":"10.1016\/j.dsp.2026.106067_bib0033","series-title":"Proceedings of the European Conference on Computer Vision (ECCV)","first-page":"85","article-title":"Image inpainting for irregular holes using partial convolutions","author":"Liu","year":"2018"},{"key":"10.1016\/j.dsp.2026.106067_bib0034","series-title":"International Conference on Learning Representations","article-title":"Multi-Scale context aggregation by dilated convolutions","author":"Yu","year":"2016"},{"key":"10.1016\/j.dsp.2026.106067_bib0035","series-title":"Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition","first-page":"7132","article-title":"Squeeze-and-excitation networks","author":"Hu","year":"2018"},{"issue":"12","key":"10.1016\/j.dsp.2026.106067_bib0036","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1145\/2830541","article-title":"What makes paris look like paris?","volume":"58","author":"Doersch","year":"2015","journal-title":"Commun. ACM"},{"key":"10.1016\/j.dsp.2026.106067_bib0037","series-title":"Proceedings of the IEEE International Conference on Computer Vision","first-page":"3730","article-title":"Deep learning face attributes in the wild","author":"Liu","year":"2015"},{"issue":"4","key":"10.1016\/j.dsp.2026.106067_bib0038","doi-asserted-by":"crossref","first-page":"600","DOI":"10.1109\/TIP.2003.819861","article-title":"Image quality assessment: from error visibility to structural similarity","volume":"13","author":"Wang","year":"2004","journal-title":"IEEE Trans. Image Process."},{"key":"10.1016\/j.dsp.2026.106067_bib0039","doi-asserted-by":"crossref","DOI":"10.1016\/j.knosys.2022.108468","article-title":"Enhanced tensor low-rank representation for clustering and denoising","volume":"243","author":"Du","year":"2022","journal-title":"Knowl. Based Syst."},{"key":"10.1016\/j.dsp.2026.106067_bib0040","article-title":"Gans trained by a two time-scale update rule converge to a local nash equilibrium","volume":"30","author":"Heusel","year":"2017","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"10.1016\/j.dsp.2026.106067_bib0041","series-title":"Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition","first-page":"586","article-title":"The unreasonable effectiveness of deep features as a perceptual metric","author":"Zhang","year":"2018"}],"container-title":["Digital Signal Processing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1051200426001867?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1051200426001867?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,4,14]],"date-time":"2026-04-14T09:09:39Z","timestamp":1776157779000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1051200426001867"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,6]]},"references-count":41,"alternative-id":["S1051200426001867"],"URL":"https:\/\/doi.org\/10.1016\/j.dsp.2026.106067","relation":{},"ISSN":["1051-2004"],"issn-type":[{"value":"1051-2004","type":"print"}],"subject":[],"published":{"date-parts":[[2026,6]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Multi-stage progressive reasoning for Dunhuang murals inpainting","name":"articletitle","label":"Article Title"},{"value":"Digital Signal Processing","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.dsp.2026.106067","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 Elsevier Inc. All rights are reserved, including those for text and data mining, AI training, and similar technologies.","name":"copyright","label":"Copyright"}],"article-number":"106067"}}