{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,30]],"date-time":"2026-06-30T15:54:21Z","timestamp":1782834861081,"version":"3.54.5"},"publisher-location":"Cham","reference-count":44,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030012632","type":"print"},{"value":"9783030012649","type":"electronic"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1007\/978-3-030-01264-9_1","type":"book-chapter","created":{"date-parts":[[2018,10,8]],"date-time":"2018-10-08T04:20:53Z","timestamp":1538972453000},"page":"3-19","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":366,"title":["Shift-Net: Image Inpainting via Deep Feature Rearrangement"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5155-5741","authenticated-orcid":false,"given":"Zhaoyi","family":"Yan","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3844-9308","authenticated-orcid":false,"given":"Xiaoming","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7327-3304","authenticated-orcid":false,"given":"Mu","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3330-783X","authenticated-orcid":false,"given":"Wangmeng","family":"Zuo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8348-392X","authenticated-orcid":false,"given":"Shiguang","family":"Shan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2018,10,9]]},"reference":[{"issue":"3","key":"1_CR1","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/1531326.1531330","volume":"28","author":"Connelly Barnes","year":"2009","unstructured":"Barnes, C., Shechtman, E., Finkelstein, A., Goldman, D.B.: Patchmatch: a randomized correspondence algorithm for structural image editing. ACM Trans. Graph. (TOG) 28, 24 (2009)","journal-title":"ACM Transactions on Graphics"},{"key":"1_CR2","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1007\/978-3-642-15558-1_3","volume-title":"Computer Vision \u2013 ECCV 2010","author":"C Barnes","year":"2010","unstructured":"Barnes, C., Shechtman, E., Goldman, D.B., Finkelstein, A.: The generalized PatchMatch correspondence algorithm. In: Daniilidis, K., Maragos, P., Paragios, N. (eds.) ECCV 2010. LNCS, vol. 6313, pp. 29\u201343. Springer, Heidelberg (2010). https:\/\/doi.org\/10.1007\/978-3-642-15558-1_3"},{"key":"1_CR3","unstructured":"Chen, T.Q., Schmidt, M.: Fast patch-based style transfer of arbitrary style. arXiv preprint arXiv:1612.04337 (2016)"},{"key":"1_CR4","doi-asserted-by":"crossref","unstructured":"Criminisi, A., Perez, P., Toyama, K.: Object removal by exemplar-based inpainting. In: 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Proceedings, vol. 2, p. II. IEEE (2003)","DOI":"10.1109\/CVPR.2003.1211538"},{"issue":"4","key":"1_CR5","doi-asserted-by":"publisher","first-page":"101","DOI":"10.1145\/2185520.2185597","volume":"31","author":"C Doersch","year":"2012","unstructured":"Doersch, C., Singh, S., Gupta, A., Sivic, J., Efros, A.: What makes paris look like paris? ACM Trans. Graph. 31(4), 101 (2012)","journal-title":"ACM Trans. Graph."},{"key":"1_CR6","doi-asserted-by":"publisher","first-page":"303","DOI":"10.1145\/882262.882267","volume":"22","author":"I Drori","year":"2003","unstructured":"Drori, I., Cohen-Or, D., Yeshurun, H.: Fragment-based image completion. ACM Trans. Graph. (TOG) 22, 303\u2013312 (2003)","journal-title":"ACM Trans. Graph. (TOG)"},{"key":"1_CR7","unstructured":"Dumoulin, V., Shlens, J., Kudlur, M.: A learned representation for artistic style. arXiv preprint arXiv:1610.07629 (2016)"},{"key":"1_CR8","doi-asserted-by":"crossref","unstructured":"Efros, A.A., Leung, T.K.: Texture synthesis by non-parametric sampling. In: The Proceedings of the Seventh IEEE International Conference on Computer Vision, vol. 2, pp. 1033\u20131038. IEEE (1999)","DOI":"10.1109\/ICCV.1999.790383"},{"key":"1_CR9","doi-asserted-by":"crossref","unstructured":"Gatys, L.A., Ecker, A.S., Bethge, M.: A neural algorithm of artistic style. arXiv preprint arXiv:1508.06576 (2015)","DOI":"10.1167\/16.12.326"},{"key":"1_CR10","doi-asserted-by":"crossref","unstructured":"Gatys, L.A., Ecker, A.S., Bethge, M., Hertzmann, A., Shechtman, E.: Controlling perceptual factors in neural style transfer. arXiv preprint arXiv:1611.07865 (2016)","DOI":"10.1109\/CVPR.2017.397"},{"key":"1_CR11","unstructured":"Goldman, D., Shechtman, E., Barnes, C., Belaunde, I., Chien, J.: Content-aware fill. https:\/\/research.adobe.com\/project\/content-aware-fill"},{"key":"1_CR12","doi-asserted-by":"crossref","unstructured":"Huang, X., Belongie, S.: Arbitrary style transfer in real-time with adaptive instance normalization. arXiv preprint arXiv:1703.06868 (2017)","DOI":"10.1109\/ICCV.2017.167"},{"issue":"4","key":"1_CR13","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3072959.3073659","volume":"36","author":"Satoshi Iizuka","year":"2017","unstructured":"Iizuka, S., Simo-Serra, E., Ishikawa, H.: Globally and locally consistent image completion. ACM Trans. Graph. (Proc. SIGGRAPH 2017) 36(4), 107:1\u2013107:14 (2017)","journal-title":"ACM Transactions on Graphics"},{"key":"1_CR14","doi-asserted-by":"crossref","unstructured":"Isola, P., Zhu, J.Y., Zhou, T., Efros, A.A.: Image-to-image translation with conditional adversarial networks. arXiv preprint arXiv:1611.07004 (2016)","DOI":"10.1109\/CVPR.2017.632"},{"key":"1_CR15","unstructured":"Jia, J., Tang, C.K.: Image repairing: Robust image synthesis by adaptive ND tensor voting. In: 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Proceedings, vol. 1, pp. 643\u2013650. IEEE (2003)"},{"issue":"6","key":"1_CR16","doi-asserted-by":"publisher","first-page":"771","DOI":"10.1109\/TPAMI.2004.10","volume":"26","author":"J Jia","year":"2004","unstructured":"Jia, J., Tang, C.K.: Inference of segmented color and texture description by tensor voting. IEEE Trans. Pattern Anal. Mach. Intell. 26(6), 771\u2013786 (2004)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"1_CR17","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"694","DOI":"10.1007\/978-3-319-46475-6_43","volume-title":"Computer Vision \u2013 ECCV 2016","author":"J Johnson","year":"2016","unstructured":"Johnson, J., Alahi, A., Fei-Fei, L.: Perceptual losses for real-time style transfer and super-resolution. In: Leibe, B., Matas, J., Sebe, N., Welling, M. (eds.) ECCV 2016. LNCS, vol. 9906, pp. 694\u2013711. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-46475-6_43"},{"key":"1_CR18","unstructured":"Kingma, D.P., Ba, J.L.: Adam: a method for stochastic optimization. In: International Conference on Learning Representations (2015)"},{"key":"1_CR19","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"523","DOI":"10.1007\/978-3-319-11752-2_43","volume-title":"Pattern Recognition","author":"R K\u00f6hler","year":"2014","unstructured":"K\u00f6hler, R., Schuler, C., Sch\u00f6lkopf, B., Harmeling, S.: Mask-specific inpainting with deep neural networks. In: Jiang, X., Hornegger, J., Koch, R. (eds.) GCPR 2014. LNCS, vol. 8753, pp. 523\u2013534. Springer, Cham (2014). https:\/\/doi.org\/10.1007\/978-3-319-11752-2_43"},{"key":"1_CR20","doi-asserted-by":"crossref","unstructured":"Komodakis, N.: Image completion using global optimization. In: 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, vol. 1, pp. 442\u2013452. IEEE (2006)","DOI":"10.1109\/CVPR.2006.141"},{"issue":"11","key":"1_CR21","doi-asserted-by":"publisher","first-page":"2649","DOI":"10.1109\/TIP.2007.906269","volume":"16","author":"N Komodakis","year":"2007","unstructured":"Komodakis, N., Tziritas, G.: Image completion using efficient belief propagation via priority scheduling and dynamic pruning. IEEE Trans. Image Process. 16(11), 2649\u20132661 (2007)","journal-title":"IEEE Trans. Image Process."},{"key":"1_CR22","doi-asserted-by":"crossref","unstructured":"Le Meur, O., Gautier, J., Guillemot, C.: Examplar-based inpainting based on local geometry. In: 2011 18th IEEE International Conference on Image Processing (ICIP), pp. 3401\u20133404. IEEE (2011)","DOI":"10.1109\/ICIP.2011.6116441"},{"key":"1_CR23","doi-asserted-by":"crossref","unstructured":"Ledig, C., et al.: Photo-realistic single image super-resolution using a generative adversarial network. arXiv preprint arXiv:1609.04802 (2016)","DOI":"10.1109\/CVPR.2017.19"},{"key":"1_CR24","doi-asserted-by":"crossref","unstructured":"Li, C., Wand, M.: Combining Markov random fields and convolutional neural networks for image synthesis. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 2479\u20132486 (2016)","DOI":"10.1109\/CVPR.2016.272"},{"key":"1_CR25","doi-asserted-by":"crossref","unstructured":"Li, Y., Liu, S., Yang, J., Yang, M.H.: Generative face completion. arXiv preprint arXiv:1704.05838 (2017)","DOI":"10.1109\/CVPR.2017.624"},{"key":"1_CR26","doi-asserted-by":"crossref","unstructured":"Luan, F., Paris, S., Shechtman, E., Bala, K.: Deep photo style transfer. arXiv preprint arXiv:1703.07511 (2017)","DOI":"10.1109\/CVPR.2017.740"},{"key":"1_CR27","doi-asserted-by":"crossref","unstructured":"Mahendran, A., Vedaldi, A.: Understanding deep image representations by inverting them. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 5188\u20135196 (2015)","DOI":"10.1109\/CVPR.2015.7299155"},{"key":"1_CR28","doi-asserted-by":"crossref","unstructured":"Pathak, D., Krahenbuhl, P., Donahue, J., Darrell, T., Efros, A.A.: Context encoders: feature learning by inpainting. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 2536\u20132544 (2016)","DOI":"10.1109\/CVPR.2016.278"},{"key":"1_CR29","doi-asserted-by":"crossref","unstructured":"Pritch, Y., Kav-Venaki, E., Peleg, S.: Shift-map image editing. In: 2009 IEEE 12th International Conference on Computer Vision, pp. 151\u2013158. IEEE (2009)","DOI":"10.1109\/ICCV.2009.5459159"},{"key":"1_CR30","unstructured":"Radford, A., Metz, L., Chintala, S.: Unsupervised representation learning with deep convolutional generative adversarial networks. arXiv preprint arXiv:1511.06434 (2015)"},{"key":"1_CR31","unstructured":"Ren, J.S., Xu, L., Yan, Q., Sun, W.: Shepard convolutional neural networks. In: Advances in Neural Information Processing Systems, pp. 901\u2013909 (2015)"},{"key":"1_CR32","first-page":"234","volume-title":"Lecture Notes in Computer Science","author":"Olaf Ronneberger","year":"2015","unstructured":"Ronneberger, O., Fischer, P., Brox, T.: U-Net: convolutional networks for biomedical image segmentation. In: Medical Image Computing and Computer-Assisted Intervention (MICCAI) (2015)"},{"key":"1_CR33","doi-asserted-by":"crossref","unstructured":"Simakov, D., Caspi, Y., Shechtman, E., Irani, M.: Summarizing visual data using bidirectional similarity. In: IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2008, pp. 1\u20138. IEEE (2008)","DOI":"10.1109\/CVPR.2008.4587842"},{"key":"1_CR34","unstructured":"Simonyan, K., Zisserman, A.: Very deep convolutional networks for large-scale image recognition. arXiv preprint arXiv:1409.1556 (2014)"},{"issue":"3","key":"1_CR35","doi-asserted-by":"publisher","first-page":"861","DOI":"10.1145\/1073204.1073274","volume":"24","author":"J Sun","year":"2005","unstructured":"Sun, J., Yuan, L., Jia, J., Shum, H.Y.: Image completion with structure propagation. ACM Trans. Graph. (ToG) 24(3), 861\u2013868 (2005)","journal-title":"ACM Trans. Graph. (ToG)"},{"key":"1_CR36","unstructured":"Ulyanov, D., Lebedev, V., Vedaldi, A., Lempitsky, V.S.: Texture networks: feed-forward synthesis of textures and stylized images. In: ICML, pp. 1349\u20131357 (2016)"},{"key":"1_CR37","doi-asserted-by":"crossref","unstructured":"Wexler, Y., Shechtman, E., Irani, M.: Space-time video completion. In: Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2004, vol. 1, pp. 120\u2013127. IEEE (2004)","DOI":"10.1109\/CVPR.2004.1315022"},{"issue":"3","key":"1_CR38","doi-asserted-by":"publisher","first-page":"463","DOI":"10.1109\/TPAMI.2007.60","volume":"29","author":"Y Wexler","year":"2007","unstructured":"Wexler, Y., Shechtman, E., Irani, M.: Space-time completion of video. IEEE Trans. Pattern Anal. Mach. Intell. 29(3), 463\u2013476 (2007)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"1_CR39","unstructured":"Xie, J., Xu, L., Chen, E.: Image denoising and inpainting with deep neural networks. In: Advances in Neural Information Processing Systems, pp. 341\u2013349 (2012)"},{"issue":"5","key":"1_CR40","doi-asserted-by":"publisher","first-page":"1153","DOI":"10.1109\/TIP.2010.2042098","volume":"19","author":"Z Xu","year":"2010","unstructured":"Xu, Z., Sun, J.: Image inpainting by patch propagation using patch sparsity. IEEE Trans. Image Process. 19(5), 1153\u20131165 (2010)","journal-title":"IEEE Trans. Image Process."},{"key":"1_CR41","doi-asserted-by":"crossref","unstructured":"Yang, C., Lu, X., Lin, Z., Shechtman, E., Wang, O., Li, H.: High-resolution image inpainting using multi-scale neural patch synthesis. In: The IEEE Conference on Computer Vision and Pattern Recognition (CVPR), July 2017","DOI":"10.1109\/CVPR.2017.434"},{"key":"1_CR42","doi-asserted-by":"crossref","unstructured":"Yeh, R.A., Chen, C., Lim, T.Y., Schwing, A.G., Hasegawa-Johnson, M., Do, M.N.: Semantic image inpainting with deep generative models. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 5485\u20135493 (2017)","DOI":"10.1109\/CVPR.2017.728"},{"issue":"6","key":"1_CR43","doi-asserted-by":"publisher","first-page":"1452","DOI":"10.1109\/TPAMI.2017.2723009","volume":"40","author":"B Zhou","year":"2017","unstructured":"Zhou, B., Lapedriza, A., Khosla, A., Oliva, A., Torralba, A.: Places: a 10 million image database for scene recognition. IEEE Trans. Pattern Anal. Mach. Intell. 40(6), 1452\u20131464 (2017)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"1_CR44","doi-asserted-by":"crossref","unstructured":"Zhu, J.Y., Park, T., Isola, P., Efros, A.A.: Unpaired image-to-image translation using cycle-consistent adversarial networks. arXiv preprint arXiv:1703.10593 (2017)","DOI":"10.1109\/ICCV.2017.244"}],"container-title":["Lecture Notes in Computer Science","Computer Vision \u2013 ECCV 2018"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-01264-9_1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,3]],"date-time":"2026-04-03T18:53:01Z","timestamp":1775242381000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-01264-9_1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783030012632","9783030012649"],"references-count":44,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-01264-9_1","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018]]},"assertion":[{"value":"9 October 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}