{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,18]],"date-time":"2026-01-18T08:05:04Z","timestamp":1768723504705,"version":"3.49.0"},"reference-count":55,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2024,12,1]],"date-time":"2024-12-01T00:00:00Z","timestamp":1733011200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2024,12,1]],"date-time":"2024-12-01T00:00:00Z","timestamp":1733011200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2024,12,1]],"date-time":"2024-12-01T00:00:00Z","timestamp":1733011200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2024,12,1]],"date-time":"2024-12-01T00:00:00Z","timestamp":1733011200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2024,12,1]],"date-time":"2024-12-01T00:00:00Z","timestamp":1733011200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2024,12,1]],"date-time":"2024-12-01T00:00:00Z","timestamp":1733011200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2024,12,1]],"date-time":"2024-12-01T00:00:00Z","timestamp":1733011200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/501100004194","name":"Northwest University","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100004194","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Pattern Recognition"],"published-print":{"date-parts":[[2024,12]]},"DOI":"10.1016\/j.patcog.2024.110786","type":"journal-article","created":{"date-parts":[[2024,7,15]],"date-time":"2024-07-15T23:56:14Z","timestamp":1721087774000},"page":"110786","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":11,"special_numbering":"C","title":["STNet: Structure and texture-guided network for image inpainting"],"prefix":"10.1016","volume":"156","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8237-3756","authenticated-orcid":false,"given":"Zhan","family":"Li","sequence":"first","affiliation":[]},{"given":"Yanan","family":"Zhang","sequence":"additional","affiliation":[]},{"given":"Yingfei","family":"Du","sequence":"additional","affiliation":[]},{"given":"Xiaofeng","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Chao","family":"Wen","sequence":"additional","affiliation":[]},{"given":"Yongqin","family":"Zhang","sequence":"additional","affiliation":[]},{"given":"Guohua","family":"Geng","sequence":"additional","affiliation":[]},{"given":"Fan","family":"Jia","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"key":"10.1016\/j.patcog.2024.110786_b1","doi-asserted-by":"crossref","DOI":"10.1016\/j.patcog.2022.109046","article-title":"Deep learning for image inpainting: A survey","volume":"134","author":"Xiang","year":"2023","journal-title":"Pattern Recognit."},{"key":"10.1016\/j.patcog.2024.110786_b2","series-title":"2020 25th International Conference on Pattern Recognition","first-page":"10441","article-title":"SECI-GAN: Semantic and Edge Completion for dynamic objects removal","author":"Pinto","year":"2021"},{"key":"10.1016\/j.patcog.2024.110786_b3","unstructured":"Rakshith Shetty, Mario Fritz, Bernt Schiele, Adversarial scene editing: Automatic object removal from weak supervision, in: Proceedings of the 32nd International Conference on Neural Information Processing Systems, 2018, pp. 7717\u20137727."},{"key":"10.1016\/j.patcog.2024.110786_b4","unstructured":"Jiahui Yu, Zhe Lin, Jimei Yang, Xiaohui Shen, Xin Lu, Thomas S. Huang, Free-form image inpainting with gated convolution, in: Proceedings of the IEEE\/CVF International Conference on Computer Vision, 2019, pp. 4471\u20134480."},{"key":"10.1016\/j.patcog.2024.110786_b5","doi-asserted-by":"crossref","DOI":"10.1016\/j.patcog.2020.107505","article-title":"Low-rank quaternion tensor completion for recovering color videos and images","volume":"107","author":"Miao","year":"2020","journal-title":"Pattern Recognit."},{"key":"10.1016\/j.patcog.2024.110786_b6","article-title":"TSINIT: a two-stage Inpainting network for incomplete text","author":"Sun","year":"2022","journal-title":"IEEE Trans. Multimed."},{"key":"10.1016\/j.patcog.2024.110786_b7","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":"3","key":"10.1016\/j.patcog.2024.110786_b8","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1145\/1531326.1531330","article-title":"PatchMatch: A randomized correspondence algorithm for structural image editing","volume":"28","author":"Barnes","year":"2009","journal-title":"ACM Trans. Graph."},{"issue":"12","key":"10.1016\/j.patcog.2024.110786_b9","doi-asserted-by":"crossref","first-page":"2423","DOI":"10.1109\/TPAMI.2014.2330611","article-title":"Image completion approaches using the statistics of similar patches","volume":"36","author":"He","year":"2014","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"10.1016\/j.patcog.2024.110786_b10","series-title":"European Conference on Computer Vision","first-page":"29","article-title":"The generalized patchmatch correspondence algorithm","author":"Barnes","year":"2010"},{"issue":"8","key":"10.1016\/j.patcog.2024.110786_b11","doi-asserted-by":"crossref","first-page":"1200","DOI":"10.1109\/83.935036","article-title":"Filling-in by joint interpolation of vector fields and gray levels","volume":"10","author":"Ballester","year":"2001","journal-title":"IEEE Trans. Image Process."},{"key":"10.1016\/j.patcog.2024.110786_b12","doi-asserted-by":"crossref","unstructured":"Marcelo Bertalmio, Guillermo Sapiro, Vincent Caselles, Coloma Ballester, Image inpainting, in: Proceedings of the 27th Annual Conference on Computer Graphics and Interactive Techniques, 2000, pp. 417\u2013424.","DOI":"10.1145\/344779.344972"},{"issue":"4","key":"10.1016\/j.patcog.2024.110786_b13","doi-asserted-by":"crossref","first-page":"353","DOI":"10.1017\/S0956792502004904","article-title":"Digital inpainting based on the Mumford\u2013Shah\u2013Euler image model","volume":"13","author":"Esedoglu","year":"2002","journal-title":"European J. Appl. Math."},{"issue":"10","key":"10.1016\/j.patcog.2024.110786_b14","doi-asserted-by":"crossref","first-page":"1273","DOI":"10.1109\/TCSVT.2007.903663","article-title":"Image compression with edge-based inpainting","volume":"17","author":"Liu","year":"2007","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"10.1016\/j.patcog.2024.110786_b15","unstructured":"Ruohan Gao, Kristen Grauman, On-demand learning for deep image restoration, in: Proceedings of the IEEE International Conference on Computer Vision, 2017, pp. 1086\u20131095."},{"key":"10.1016\/j.patcog.2024.110786_b16","unstructured":"Guilin Liu, Fitsum A. Reda, Kevin J. Shih, Ting-Chun Wang, Andrew Tao, Bryan Catanzaro, Image inpainting for irregular holes using partial convolutions, in: Proceedings of the European Conference on Computer Vision, ECCV, 2018, pp. 85\u2013100."},{"key":"10.1016\/j.patcog.2024.110786_b17","doi-asserted-by":"crossref","unstructured":"Jiahui Yu, Zhe Lin, Jimei Yang, Xiaohui Shen, Xin Lu, Thomas S. Huang, Generative image inpainting with contextual attention, in: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2018, pp. 5505\u20135514.","DOI":"10.1109\/CVPR.2018.00577"},{"key":"10.1016\/j.patcog.2024.110786_b18","doi-asserted-by":"crossref","unstructured":"Deepak Pathak, Philipp Krahenbuhl, Jeff Donahue, Trevor Darrell, Alexei A. Efros, Context encoders: Feature learning by inpainting, in: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2016, pp. 2536\u20132544.","DOI":"10.1109\/CVPR.2016.278"},{"key":"10.1016\/j.patcog.2024.110786_b19","doi-asserted-by":"crossref","unstructured":"Kamyar Nazeri, Eric Ng, Tony Joseph, Faisal Qureshi, Mehran Ebrahimi, Edgeconnect: Structure guided image inpainting using edge prediction, in: Proceedings of the IEEE\/CVF International Conference on Computer Vision Workshops, 2019.","DOI":"10.1109\/ICCVW.2019.00408"},{"key":"10.1016\/j.patcog.2024.110786_b20","unstructured":"Jingyuan Li, Ning Wang, Lefei Zhang, Bo Du, Dacheng Tao, Recurrent feature reasoning for image inpainting, in: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition, 2020, pp. 7760\u20137768."},{"key":"10.1016\/j.patcog.2024.110786_b21","doi-asserted-by":"crossref","unstructured":"Chao Yang, Xin Lu, Zhe Lin, Eli Shechtman, Oliver Wang, Hao Li, High-resolution image inpainting using multi-scale neural patch synthesis, in: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2017, pp. 6721\u20136729.","DOI":"10.1109\/CVPR.2017.434"},{"issue":"4","key":"10.1016\/j.patcog.2024.110786_b22","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3072959.3073659","article-title":"Globally and locally consistent image completion","volume":"36","author":"Iizuka","year":"2017","journal-title":"ACM Trans. Graph. (ToG)"},{"key":"10.1016\/j.patcog.2024.110786_b23","doi-asserted-by":"crossref","unstructured":"Wei Xiong, Jiahui Yu, Zhe Lin, Jimei Yang, Xin Lu, Connelly Barnes, Jiebo Luo, Foreground-aware image inpainting, in: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition, 2019, pp. 5840\u20135848.","DOI":"10.1109\/CVPR.2019.00599"},{"key":"10.1016\/j.patcog.2024.110786_b24","doi-asserted-by":"crossref","unstructured":"Yurui Ren, Xiaoming Yu, Ruonan Zhang, Thomas H. Li, Shan Liu, Ge Li, Structureflow: Image inpainting via structure-aware appearance flow, in: Proceedings of the IEEE\/CVF International Conference on Computer Vision, 2019, pp. 181\u2013190.","DOI":"10.1109\/ICCV.2019.00027"},{"key":"10.1016\/j.patcog.2024.110786_b25","doi-asserted-by":"crossref","first-page":"1542","DOI":"10.1109\/TIP.2020.3043665","article-title":"Structure-texture image decomposition using discriminative patch recurrence","volume":"30","author":"Xu","year":"2020","journal-title":"IEEE Trans. Image Process."},{"key":"10.1016\/j.patcog.2024.110786_b26","doi-asserted-by":"crossref","first-page":"259","DOI":"10.1016\/0167-2789(92)90242-F","article-title":"Nonlinenr total variation based noise removal algorithms","volume":"60","author":"Rubin","year":"1992","journal-title":"Phys. D"},{"key":"10.1016\/j.patcog.2024.110786_b27","doi-asserted-by":"crossref","first-page":"89","DOI":"10.1016\/S1076-5670(09)00008-1","article-title":"Image decomposition: theory, numerical schemes, and performance evaluation","volume":"158","author":"Gilles","year":"2009","journal-title":"Adv. Imaging Electron Phys."},{"issue":"6","key":"10.1016\/j.patcog.2024.110786_b28","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1038\/scientificamerican1277-108","article-title":"The retinex theory of color vision","volume":"237","author":"Land","year":"1977","journal-title":"Sci. Am."},{"issue":"8","key":"10.1016\/j.patcog.2024.110786_b29","doi-asserted-by":"crossref","first-page":"4983","DOI":"10.1109\/TCSVT.2022.3141578","article-title":"Structure-texture aware network for low-light image enhancement","volume":"32","author":"Xu","year":"2022","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"10.1016\/j.patcog.2024.110786_b30","doi-asserted-by":"crossref","first-page":"126","DOI":"10.1016\/j.neucom.2022.12.043","article-title":"Learning deep texture-structure decomposition for low-light image restoration and enhancement","volume":"524","author":"Zhao","year":"2023","journal-title":"Neurocomputing"},{"key":"10.1016\/j.patcog.2024.110786_b31","doi-asserted-by":"crossref","first-page":"9482","DOI":"10.1109\/TIP.2020.3023629","article-title":"Dual-path attention network for compressed sensing image reconstruction","volume":"29","author":"Sun","year":"2020","journal-title":"IEEE Trans. Image Process."},{"key":"10.1016\/j.patcog.2024.110786_b32","doi-asserted-by":"crossref","unstructured":"Ziwei Liu, Ping Luo, Xiaogang Wang, Xiaoou Tang, Deep learning face attributes in the wild, in: Proceedings of the IEEE International Conference on Computer Vision, 2015, pp. 3730\u20133738.","DOI":"10.1109\/ICCV.2015.425"},{"issue":"6","key":"10.1016\/j.patcog.2024.110786_b33","doi-asserted-by":"crossref","first-page":"1452","DOI":"10.1109\/TPAMI.2017.2723009","article-title":"Places: A 10 million image database for scene recognition","volume":"40","author":"Zhou","year":"2017","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"4","key":"10.1016\/j.patcog.2024.110786_b34","doi-asserted-by":"crossref","DOI":"10.1145\/2185520.2185597","article-title":"What makes paris look like paris?","volume":"31","author":"Doersch","year":"2012","journal-title":"ACM Trans. Graph."},{"key":"10.1016\/j.patcog.2024.110786_b35","article-title":"Imagenet classification with deep convolutional neural networks","volume":"25","author":"Krizhevsky","year":"2012","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"10.1016\/j.patcog.2024.110786_b36","series-title":"Medical Image Computing and Computer-Assisted Intervention\u2013MICCAI 2015: 18th International Conference, Munich, Germany, October 5-9, 2015, Proceedings, Part III 18","first-page":"234","article-title":"U-net: Convolutional networks for biomedical image segmentation","author":"Ronneberger","year":"2015"},{"key":"10.1016\/j.patcog.2024.110786_b37","doi-asserted-by":"crossref","unstructured":"Tianjun Xiao, Yichong Xu, Kuiyuan Yang, Jiaxing Zhang, Yuxin Peng, Zheng Zhang, The application of two-level attention models in deep convolutional neural network for fine-grained image classification, in: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015, pp. 842\u2013850.","DOI":"10.1109\/CVPR.2015.7298685"},{"key":"10.1016\/j.patcog.2024.110786_b38","article-title":"Attention is all you need","volume":"30","author":"Vaswani","year":"2017","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"10.1016\/j.patcog.2024.110786_b39","unstructured":"Yingchen Yu, Fangneng Zhan, Shijian Lu, Jianxiong Pan, Feiying Ma, Xuansong Xie, Chunyan Miao, WaveFill: A Wavelet-based Generation Network for Image Inpainting, in: Proceedings of the IEEE\/CVF International Conference on Computer Vision, 2021, pp. 14114\u201314123."},{"key":"10.1016\/j.patcog.2024.110786_b40","article-title":"Generative adversarial nets","volume":"27","author":"Goodfellow","year":"2014","journal-title":"Adv. Neural Inf. Process. Syst."},{"issue":"6","key":"10.1016\/j.patcog.2024.110786_b41","doi-asserted-by":"crossref","first-page":"679","DOI":"10.1109\/TPAMI.1986.4767851","article-title":"A computational approach to edge detection","author":"Canny","year":"1986","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"10.1016\/j.patcog.2024.110786_b42","unstructured":"Xiaoguang Li, Qing Guo, Di Lin, Ping Li, Wei Feng, Song Wang, MISF: Multi-level interactive Siamese filtering for high-fidelity image inpainting, in: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition, 2022, pp. 1869\u20131878."},{"key":"10.1016\/j.patcog.2024.110786_b43","doi-asserted-by":"crossref","unstructured":"Ziyu Wan, Jingbo Zhang, Dongdong Chen, Jing Liao, High-fidelity pluralistic image completion with transformers, in: Proceedings of the IEEE\/CVF International Conference on Computer Vision, 2021, pp. 4692\u20134701.","DOI":"10.1109\/ICCV48922.2021.00465"},{"key":"10.1016\/j.patcog.2024.110786_b44","unstructured":"Wenbo Li, Zhe Lin, Kun Zhou, Lu Qi, Yi Wang, Jiaya Jia, Mat: Mask-aware transformer for large hole image inpainting, in: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition, 2022, pp. 10758\u201310768."},{"key":"10.1016\/j.patcog.2024.110786_b45","doi-asserted-by":"crossref","unstructured":"Huilai Liang, Xichong Ling, Siyu Xia, Image Inpainting Network Based on Deep Fusion of Texture and Structure, in: 12th International Conference on Pattern Recognition Applications and Methods, 2023.","DOI":"10.5220\/0011718100003411"},{"key":"10.1016\/j.patcog.2024.110786_b46","doi-asserted-by":"crossref","unstructured":"Xiefan Guo, Hongyu Yang, Di Huang, Image inpainting via conditional texture and structure dual generation, in: Proceedings of the IEEE\/CVF International Conference on Computer Vision, 2021, pp. 14134\u201314143.","DOI":"10.1109\/ICCV48922.2021.01387"},{"key":"10.1016\/j.patcog.2024.110786_b47","doi-asserted-by":"crossref","unstructured":"Jitesh Jain, Yuqian Zhou, Ning Yu, Humphrey Shi, Keys to better image inpainting: Structure and texture go hand in hand, in: Proceedings of the IEEE\/CVF Winter Conference on Applications of Computer Vision, 2023, pp. 208\u2013217.","DOI":"10.1109\/WACV56688.2023.00029"},{"key":"10.1016\/j.patcog.2024.110786_b48","article-title":"W-Net: Structure and texture interaction for image inpainting","author":"Zhang","year":"2022","journal-title":"IEEE Trans. Multimed."},{"key":"10.1016\/j.patcog.2024.110786_b49","unstructured":"Karen Simonyan, Andrew Zisserman, Very deep convolutional networks for large-scale image recognition, in: 3rd International Conference on Learning Representations, ICLR 2015, 2015, pp. 1\u201314."},{"key":"10.1016\/j.patcog.2024.110786_b50","doi-asserted-by":"crossref","unstructured":"Phillip Isola, Jun-Yan Zhu, Tinghui Zhou, Alexei A. Efros, Image-to-image translation with conditional adversarial networks, in: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2017, pp. 1125\u20131134.","DOI":"10.1109\/CVPR.2017.632"},{"key":"10.1016\/j.patcog.2024.110786_b51","doi-asserted-by":"crossref","unstructured":"Ting-Chun Wang, Ming-Yu Liu, Jun-Yan Zhu, Andrew Tao, Jan Kautz, Bryan Catanzaro, High-resolution image synthesis and semantic manipulation with conditional gans, in: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2018, pp. 8798\u20138807.","DOI":"10.1109\/CVPR.2018.00917"},{"key":"10.1016\/j.patcog.2024.110786_b52","doi-asserted-by":"crossref","unstructured":"Sanghyun Woo, Jongchan Park, Joon-Young Lee, In So Kweon, Cbam: Convolutional block attention module, in: Proceedings of the European Conference on Computer Vision, ECCV, 2018, pp. 3\u201319.","DOI":"10.1007\/978-3-030-01234-2_1"},{"key":"10.1016\/j.patcog.2024.110786_b53","doi-asserted-by":"crossref","unstructured":"Xiaolong Wang, Ross Girshick, Abhinav Gupta, Kaiming He, Non-local neural networks, in: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2018, pp. 7794\u20137803.","DOI":"10.1109\/CVPR.2018.00813"},{"key":"10.1016\/j.patcog.2024.110786_b54","unstructured":"Takeru Miyato, Toshiki Kataoka, Masanori Koyama, Yuichi Yoshida, Spectral normalization for generative adversarial networks, in: International Conference on Learning Representations, 2018."},{"issue":"6","key":"10.1016\/j.patcog.2024.110786_b55","first-page":"1","article-title":"Structure extraction from texture via relative total variation","volume":"31","author":"Xu","year":"2012","journal-title":"ACM Trans. Graph. (TOG)"}],"container-title":["Pattern Recognition"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0031320324005375?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0031320324005375?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2024,11,24]],"date-time":"2024-11-24T05:49:19Z","timestamp":1732427359000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0031320324005375"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,12]]},"references-count":55,"alternative-id":["S0031320324005375"],"URL":"https:\/\/doi.org\/10.1016\/j.patcog.2024.110786","relation":{},"ISSN":["0031-3203"],"issn-type":[{"value":"0031-3203","type":"print"}],"subject":[],"published":{"date-parts":[[2024,12]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"STNet: Structure and texture-guided network for image inpainting","name":"articletitle","label":"Article Title"},{"value":"Pattern Recognition","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.patcog.2024.110786","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2024 Elsevier Ltd. All rights are reserved, including those for text and data mining, AI training, and similar technologies.","name":"copyright","label":"Copyright"}],"article-number":"110786"}}