{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,19]],"date-time":"2026-03-19T09:04:25Z","timestamp":1773911065212,"version":"3.50.1"},"reference-count":56,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/501100009014","name":"Lanzhou Jiaotong University","doi-asserted-by":"publisher","award":["ZDYF2304"],"award-info":[{"award-number":["ZDYF2304"]}],"id":[{"id":"10.13039\/501100009014","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62462043"],"award-info":[{"award-number":["62462043"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61963023"],"award-info":[{"award-number":["61963023"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Engineering Applications of Artificial Intelligence"],"published-print":{"date-parts":[[2026,2]]},"DOI":"10.1016\/j.engappai.2025.113367","type":"journal-article","created":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T22:07:50Z","timestamp":1764626870000},"page":"113367","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"PA","title":["A novel Brownian bridge diffusion-based generative inpainting algorithm for ancient murals"],"prefix":"10.1016","volume":"165","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6063-7623","authenticated-orcid":false,"given":"Yong","family":"Chen","sequence":"first","affiliation":[]},{"given":"Zhixin","family":"Fan","sequence":"additional","affiliation":[]},{"given":"Shilong","family":"Zhang","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"key":"10.1016\/j.engappai.2025.113367_b1","article-title":"Blended diffusion for text-driven editing of natural images","author":"Avrahami","year":"2022","journal-title":"Comput. Res. Repos."},{"key":"10.1016\/j.engappai.2025.113367_b2","doi-asserted-by":"crossref","DOI":"10.1016\/j.engappai.2025.111566","article-title":"A hybrid approach for static hand gesture recognition: Integrating directional adaptive patterns with multi-scale feature extraction and aggregation","volume":"159","author":"Bahuguna","year":"2025","journal-title":"Eng. Appl. Artif. Intell."},{"issue":"30","key":"10.1016\/j.engappai.2025.113367_b3","doi-asserted-by":"crossref","DOI":"10.1007\/s11042-023-15370-5","article-title":"An efficient texture-structure conserving patch matching algorithm for inpainting mural images","volume":"82","author":"Bhele","year":"2023","journal-title":"Multimedia Tools Appl."},{"issue":"5","key":"10.1016\/j.engappai.2025.113367_b4","first-page":"787","article-title":"Inpainting algorithm for dunhuang mural based on improve curvature-driven diffusion model","volume":"32","author":"Chen","year":"2020","journal-title":"J. Comput.-Aided Des. Comput. Graph."},{"key":"10.1016\/j.engappai.2025.113367_b5","doi-asserted-by":"crossref","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. Multimed."},{"issue":"12","key":"10.1016\/j.engappai.2025.113367_b6","first-page":"1","article-title":"Improved sparse mural restoration algorithm using joint adaptive learning of multiple dictionaries","volume":"50","author":"Chen","year":"2023","journal-title":"J. Hunan Univ. (Natural Sciences)"},{"key":"10.1016\/j.engappai.2025.113367_b7","series-title":"Computer Science and Application Engineering","article-title":"A priori-based adaptive repair method for mural images","author":"Chen","year":"2019"},{"issue":"4","key":"10.1016\/j.engappai.2025.113367_b8","first-page":"1","article-title":"Bidirectional autoregressive transformer and fast Fourier convolution enhanced mural inpainting","volume":"52","author":"Chen","year":"2025","journal-title":"J. Hunan Univ.(Natural Sciences)"},{"issue":"3","key":"10.1016\/j.engappai.2025.113367_b9","doi-asserted-by":"crossref","first-page":"325","DOI":"10.1002\/wics.38","article-title":"Brownian bridge","volume":"1","author":"Chow","year":"2009","journal-title":"Wiley Interdiscip. Rev.: Comput. Stat."},{"key":"10.1016\/j.engappai.2025.113367_b10","article-title":"Come-closer-diffuse-faster: Accelerating conditional diffusion models for inverse problems through stochastic contraction","author":"Chung","year":"2022","journal-title":"Comput. Res. Repos."},{"key":"10.1016\/j.engappai.2025.113367_b11","series-title":"Conference on Neural Information Processing Systems","article-title":"Diffusion models beat GANs on image synthesis","author":"Dhariwal","year":"2021"},{"key":"10.1016\/j.engappai.2025.113367_b12","doi-asserted-by":"crossref","DOI":"10.1016\/j.engappai.2022.105151","article-title":"Ensemble deep learning: A review","volume":"115","author":"Ganaie","year":"2022","journal-title":"Eng. Appl. Artif. Intell."},{"issue":"5","key":"10.1016\/j.engappai.2025.113367_b13","article-title":"Generative adversarial nets","volume":"29","author":"Goodfellow","year":"2017","journal-title":"Comput. Sci."},{"key":"10.1016\/j.engappai.2025.113367_b14","series-title":"ACM International Conference on Multimedia","article-title":"Progressive image inpainting with full-resolution residual network","author":"Guo","year":"2019"},{"key":"10.1016\/j.engappai.2025.113367_b15","article-title":"Image inpainting via conditional texture and structure dual generation","author":"Guo","year":"2021","journal-title":"Comput. Res. Repos."},{"issue":"5","key":"10.1016\/j.engappai.2025.113367_b16","first-page":"825","article-title":"Image inpainting model of nonlocal diffusion","volume":"37","author":"Hao","year":"2010","journal-title":"J. Xidian Univ."},{"key":"10.1016\/j.engappai.2025.113367_b17","series-title":"NIPS\u201920 Proceedings of the 34th International Conference on Neural Information Processing Systems","first-page":"6840","article-title":"Denoising diffusion probabilistic models","author":"Ho","year":"2020"},{"key":"10.1016\/j.engappai.2025.113367_b18","series-title":"Proceedings. IEEE International Conference on Multimedia and Expo","first-page":"1","article-title":"Text and edge guided thangka image inpainting with diffusion model","author":"Hsieh","year":"2024"},{"issue":"1","key":"10.1016\/j.engappai.2025.113367_b19","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/s40494-025-01693-z","article-title":"GuidePaint: Lossless image-guided diffusion model for ancient mura image restoration","volume":"13","author":"Hu","year":"2025","journal-title":"Npj Herit. Sci."},{"key":"10.1016\/j.engappai.2025.113367_b20","article-title":"MAT: Mask-aware transformer for large hole image inpainting","author":"Li","year":"2022","journal-title":"Comput. Res. Repos."},{"key":"10.1016\/j.engappai.2025.113367_b21","series-title":"BBDM: Image-to-image translation with Brownian bridge diffusion models","author":"Li","year":"2023"},{"key":"10.1016\/j.engappai.2025.113367_b22","doi-asserted-by":"crossref","DOI":"10.1145\/3737703","article-title":"Line drawing guided progressive inpainting for mural damage","author":"Li","year":"2025","journal-title":"J. Comput. Cult. Herit."},{"key":"10.1016\/j.engappai.2025.113367_b23","series-title":"IEEE International Conference on Acoustics, Speech, and Signal Processing","first-page":"3156","article-title":"Edge-aware context encoder for image inpainting","author":"Liao","year":"2018"},{"issue":"11","key":"10.1016\/j.engappai.2025.113367_b24","first-page":"1528","article-title":"Dunhuang 285 cave multimedia integrated virtual exhibit","volume":"16","author":"Liu","year":"2004","journal-title":"J. Comput.-Aided Des. Comput. Graph."},{"key":"10.1016\/j.engappai.2025.113367_b25","article-title":"Image inpainting for irregular holes using partial convolutions","author":"Liu","year":"2018","journal-title":"Lecture Notes in Comput. Sci."},{"issue":"6","key":"10.1016\/j.engappai.2025.113367_b26","article-title":"A review of conditional image generation based on diffusion models","volume":"50","author":"Liu","year":"2023","journal-title":"J. Zhejiang Univ. (Science Edition)"},{"key":"10.1016\/j.engappai.2025.113367_b27","article-title":"RePaint: Inpainting using denoising diffusion probabilistic models","author":"Lugmayr","year":"2022","journal-title":"Comput. Res. Repos."},{"key":"10.1016\/j.engappai.2025.113367_b28","series-title":"IEEE International Conference on Computer Vision","article-title":"EdgeConnect: Structure guided image inpainting using edge prediction","author":"Nazeri","year":"2019"},{"key":"10.1016\/j.engappai.2025.113367_b29","series-title":"Computer Vision and Pattern Recognition","first-page":"2536","article-title":"Context encoders: Feature learning by inpainting","author":"Pathak","year":"2016"},{"key":"10.1016\/j.engappai.2025.113367_b30","series-title":"Computer Vision and Pattern Recognition","article-title":"High-resolution image synthesis with latent diffusion models","author":"Rombach","year":"2022"},{"key":"10.1016\/j.engappai.2025.113367_b31","doi-asserted-by":"crossref","DOI":"10.1016\/j.engappai.2025.110489","article-title":"An end-to-end semantic-guided infrared and visible registration-fusion network for advanced visual tasks","volume":"149","author":"Sang","year":"2025","journal-title":"Eng. Appl. Artif. Intell."},{"issue":"18","key":"10.1016\/j.engappai.2025.113367_b32","article-title":"Deep residual learning for image recognition: A survey","volume":"12","author":"Shafiq","year":"2022","journal-title":"App.l Sci.-Basel"},{"key":"10.1016\/j.engappai.2025.113367_b33","article-title":"Score-based generative modeling through stochastic differential equations","author":"Song","year":"2021","journal-title":"Comput. Res. Repos."},{"key":"10.1016\/j.engappai.2025.113367_b34","series-title":"IEEE Winter Conference on Applications of Computer Vision","article-title":"Resolution-robust large mask inpainting with Fourier convolutions","author":"Suvorov","year":"2022"},{"issue":"2","key":"10.1016\/j.engappai.2025.113367_b35","first-page":"195","article-title":"Generative adversarial mural inpainting algorithm based on structural and texture hybrid enhancement","volume":"16","author":"Tao","year":"2025","journal-title":"J. Meas. Sci. Instrum."},{"issue":"8","key":"10.1016\/j.engappai.2025.113367_b36","doi-asserted-by":"crossref","first-page":"1670","DOI":"10.1016\/j.engappai.2012.02.009","article-title":"Artificial neural network simulation of hourly groundwater levels in a coastal aquifer system of the venice lagoon","volume":"25","author":"Taormina","year":"2012","journal-title":"Eng. Appl. Artif. Intell."},{"key":"10.1016\/j.engappai.2025.113367_b37","article-title":"Attention is all you need","volume":"vol. 30","author":"Vaswani","year":"2017"},{"key":"10.1016\/j.engappai.2025.113367_b38","series-title":"IEEE Winter Conference on Applications of Computer Vision","first-page":"3911","article-title":"Hyperrealistic image inpainting with hypergraphs","author":"Wadhwa","year":"2020"},{"issue":"3","key":"10.1016\/j.engappai.2025.113367_b39","first-page":"748","article-title":"Transformer-based image restoration method for cultural relics","volume":"61","author":"Wang","year":"2024","journal-title":"J. Comput. Res. Dev."},{"issue":"6","key":"10.1016\/j.engappai.2025.113367_b40","doi-asserted-by":"crossref","first-page":"1197","DOI":"10.1007\/s13042-019-01032-2","article-title":"A global and local feature weighted method for ancient murals inpainting","volume":"11","author":"Wang","year":"2019","journal-title":"Int. J. Mach. Learn. Cybern."},{"issue":"6","key":"10.1016\/j.engappai.2025.113367_b41","first-page":"135","article-title":"A global uniform and local continuity repair method for murals inpainting","volume":"49","author":"Wang","year":"2022","journal-title":"J. Hunan Univ. (Natural Sciences)"},{"key":"10.1016\/j.engappai.2025.113367_b42","series-title":"International Joint Conference on Artificial Intelligence","first-page":"3748","article-title":"MUSICAL: Multi-scale image contextual attention learning for inpainting","author":"Wang","year":"2019"},{"issue":"3","key":"10.1016\/j.engappai.2025.113367_b43","article-title":"Research on restoration of murals based on diffusion model and transformer","volume":"80","author":"Wang","year":"2024","journal-title":"Comput. Mater. Contin."},{"key":"10.1016\/j.engappai.2025.113367_b44","doi-asserted-by":"crossref","DOI":"10.1016\/j.engappai.2025.111103","article-title":"Fully cooperative domain adaptive neural network for defect classification in printed circuit boards","volume":"156","author":"Wen","year":"2025","journal-title":"Eng. Appl. Artif. Intell."},{"issue":"1","key":"10.1016\/j.engappai.2025.113367_b45","article-title":"Holistically-nested edge detection","volume":"125","author":"Xie","year":"2017","journal-title":"Int. J. Comput. Vis."},{"key":"10.1016\/j.engappai.2025.113367_b46","first-page":"1","article-title":"Deep learning algorithm in ancient relics image colour restoration technology","author":"Xu","year":"2022","journal-title":"Multimedia Tools Appl."},{"issue":"6","key":"10.1016\/j.engappai.2025.113367_b47","first-page":"217","article-title":"Digital mural inpainting method based on feature perception","volume":"49","author":"Xu","year":"2022","journal-title":"Comput. Sci."},{"key":"10.1016\/j.engappai.2025.113367_b48","article-title":"Mural image restoration method based on CSWin-transformer and gate ConVolution","author":"Xu","year":"2023","journal-title":"Comput. Eng. Appl."},{"issue":"3","key":"10.1016\/j.engappai.2025.113367_b49","doi-asserted-by":"crossref","DOI":"10.1109\/TETCI.2024.3359038","article-title":"MuralDiff: Diffusion for ancient murals restoration on large-scale pre-training","volume":"8","author":"Xu","year":"2024","journal-title":"IEEE Trans. Emerg. Top. Comput. Intell."},{"issue":"11","key":"10.1016\/j.engappai.2025.113367_b50","doi-asserted-by":"crossref","first-page":"2646","DOI":"10.1007\/s11263-022-01665-x","article-title":"Artificial intelligence for dunhuang cultural heritage protection: The project and the dataset","volume":"130","author":"Yu","year":"2022","journal-title":"Int. J. Comput. Vis."},{"key":"10.1016\/j.engappai.2025.113367_b51","first-page":"4470","article-title":"Free-form image inpainting with gated convolution","author":"Yu","year":"2018","journal-title":"Comput. Res. Repos."},{"key":"10.1016\/j.engappai.2025.113367_b52","article-title":"Image restoration through generalized ornstein-uhlenbeck bridge","author":"Yue","year":"2024","journal-title":"Comput. Res. Repos."},{"key":"10.1016\/j.engappai.2025.113367_b53","first-page":"3836","article-title":"Adding conditional control to text-to-image diffusion models","author":"Zhang","year":"2023","journal-title":"Comput. Res. Repos."},{"issue":"S1","key":"10.1016\/j.engappai.2025.113367_b54","first-page":"338","article-title":"Mural inpainting based on fast Fourier convolution and feature pruning coordinate attention","volume":"51","author":"Zhang","year":"2024","journal-title":"Comput. Sci."},{"issue":"8","key":"10.1016\/j.engappai.2025.113367_b55","doi-asserted-by":"crossref","DOI":"10.1109\/TIP.2014.2323127","article-title":"Group-based sparse representation for image restoration","volume":"23","author":"Zhang","year":"2014","journal-title":"IEEE Trans. Image Process."},{"issue":"12","key":"10.1016\/j.engappai.2025.113367_b56","doi-asserted-by":"crossref","DOI":"10.1109\/TPAMI.2024.3403695","article-title":"Bridging global context interactions for high-fidelity image completion","volume":"46","author":"Zheng","year":"2024","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."}],"container-title":["Engineering Applications of Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0952197625033986?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0952197625033986?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,3,19]],"date-time":"2026-03-19T04:34:41Z","timestamp":1773894881000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0952197625033986"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2]]},"references-count":56,"alternative-id":["S0952197625033986"],"URL":"https:\/\/doi.org\/10.1016\/j.engappai.2025.113367","relation":{},"ISSN":["0952-1976"],"issn-type":[{"value":"0952-1976","type":"print"}],"subject":[],"published":{"date-parts":[[2026,2]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"A novel Brownian bridge diffusion-based generative inpainting algorithm for ancient murals","name":"articletitle","label":"Article Title"},{"value":"Engineering Applications of Artificial Intelligence","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.engappai.2025.113367","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2025 Elsevier Ltd. All rights are reserved, including those for text and data mining, AI training, and similar technologies.","name":"copyright","label":"Copyright"}],"article-number":"113367"}}