{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,30]],"date-time":"2025-12-30T23:30:47Z","timestamp":1767137447705,"version":"build-2238731810"},"publisher-location":"Cham","reference-count":34,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030208691","type":"print"},{"value":"9783030208707","type":"electronic"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019]]},"DOI":"10.1007\/978-3-030-20870-7_18","type":"book-chapter","created":{"date-parts":[[2019,5,24]],"date-time":"2019-05-24T12:14:21Z","timestamp":1558700061000},"page":"289-304","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Symmetry-Aware Face Completion with Generative Adversarial Networks"],"prefix":"10.1007","author":[{"given":"Jiawan","family":"Zhang","sequence":"first","affiliation":[]},{"given":"Rui","family":"Zhan","sequence":"additional","affiliation":[]},{"given":"Di","family":"Sun","sequence":"additional","affiliation":[]},{"given":"Gang","family":"Pan","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,5,25]]},"reference":[{"issue":"4","key":"18_CR1","doi-asserted-by":"publisher","first-page":"331","DOI":"10.1007\/s41095-015-0027-z","volume":"1","author":"M Afifi","year":"2015","unstructured":"Afifi, M., Hussain, K.F.: MPB: a modified poisson blending technique. Comput. Vis. Media 1(4), 331\u2013341 (2015)","journal-title":"Comput. Vis. Media"},{"issue":"3","key":"18_CR2","doi-asserted-by":"publisher","first-page":"24","DOI":"10.1145\/1531326.1531330","volume":"28","author":"C 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(3), 24 (2009)","journal-title":"ACM Trans. Graph. (ToG)"},{"key":"18_CR3","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. ACM Press\/Addison-Wesley Publishing Co. (2000)","DOI":"10.1145\/344779.344972"},{"key":"18_CR4","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1145\/1360612.1360638","volume":"27","author":"D Bitouk","year":"2008","unstructured":"Bitouk, D., Kumar, N., Dhillon, S., Belhumeur, P., Nayar, S.K.: Face swapping: automatically replacing faces in photographs. ACM Trans. Graph. (TOG) 27, 39 (2008)","journal-title":"ACM Trans. Graph. (TOG)"},{"issue":"8","key":"18_CR5","doi-asserted-by":"publisher","first-page":"2329","DOI":"10.1109\/TIP.2011.2109729","volume":"20","author":"Y Deng","year":"2011","unstructured":"Deng, Y., Dai, Q., Zhang, Z.: Graph Laplace for occluded face completion and recognition. IEEE Trans. Image Process. 20(8), 2329\u20132338 (2011)","journal-title":"IEEE Trans. Image Process."},{"key":"18_CR6","unstructured":"Deng, Y., Li, D., Xie, X., Lam, K.M., Dai, Q.: Partially occluded face completion and recognition. In: 2009 16th IEEE International Conference on Image Processing (ICIP), pp. 4145\u20134148. IEEE (2009)"},{"key":"18_CR7","doi-asserted-by":"crossref","unstructured":"Dolhansky, B., Ferrer, C.C.: Eye in-painting with exemplar generative adversarial networks. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 7902\u20137911 (2018)","DOI":"10.1109\/CVPR.2018.00824"},{"issue":"3","key":"18_CR8","doi-asserted-by":"publisher","first-page":"340","DOI":"10.1016\/j.acha.2005.03.005","volume":"19","author":"M Elad","year":"2005","unstructured":"Elad, M., Starck, J.L., Querre, P., Donoho, D.L.: Simultaneous cartoon and texture image inpainting using morphological component analysis (MCA). Appl. Comput. Harmonic Anal. 19(3), 340\u2013358 (2005)","journal-title":"Appl. Comput. Harmonic Anal."},{"key":"18_CR9","unstructured":"Goodfellow, I., et al.: Generative adversarial nets. In: Advances in Neural Information Processing Systems, pp. 2672\u20132680 (2014)"},{"key":"18_CR10","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1145\/1276377.1276382","volume":"26","author":"J Hays","year":"2007","unstructured":"Hays, J., Efros, A.A.: Scene completion using millions of photographs. ACM Trans. Graph. (TOG) 26, 4 (2007)","journal-title":"ACM Trans. Graph. (TOG)"},{"issue":"4","key":"18_CR11","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1145\/3072959.3073659","volume":"36","author":"S Iizuka","year":"2017","unstructured":"Iizuka, S., Simo-Serra, E., Ishikawa, H.: Globally and locally consistent image completion. ACM Trans. Graph. (TOG) 36(4), 107 (2017)","journal-title":"ACM Trans. Graph. (TOG)"},{"key":"18_CR12","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 (2017)","DOI":"10.1109\/CVPR.2017.632"},{"key":"18_CR13","unstructured":"Kingma, D.P., Ba, J.: Adam: a method for stochastic optimization. arXiv preprint arXiv:1412.6980 (2014)"},{"key":"18_CR14","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":"18_CR15","doi-asserted-by":"crossref","unstructured":"Li, Y., Liu, S., Yang, J., Yang, M.H.: Generative face completion. In: The IEEE Conference on Computer Vision and Pattern Recognition (CVPR), vol. 1, p. 3 (2017)","DOI":"10.1109\/CVPR.2017.624"},{"key":"18_CR16","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. arXiv preprint arXiv:1804.07723 (2018)","DOI":"10.1007\/978-3-030-01252-6_6"},{"key":"18_CR17","unstructured":"Liu, P., Qi, X., He, P., Li, Y., Lyu, M.R., King, I.: Semantically consistent image completion with fine-grained details. arXiv preprint arXiv:1711.09345 (2017)"},{"key":"18_CR18","unstructured":"Mirza, M., Osindero, S.: Conditional generative adversarial nets. arXiv preprint arXiv:1411.1784 (2014)"},{"key":"18_CR19","doi-asserted-by":"crossref","unstructured":"Mo, Z., Lewis, J.P., Neumann, U.: Face inpainting with local linear representations. In: BMVC, vol. 1, p. 2 (2004)","DOI":"10.5244\/C.18.37"},{"key":"18_CR20","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":"18_CR21","unstructured":"Radford, A., Metz, L., Chintala, S.: Unsupervised representation learning with deep convolutional generative adversarial networks. arXiv preprint arXiv:1511.06434 (2015)"},{"key":"18_CR22","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":"18_CR23","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"234","DOI":"10.1007\/978-3-319-24574-4_28","volume-title":"Medical Image Computing and Computer-Assisted Intervention \u2013 MICCAI 2015","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.M., Frangi, A.F. (eds.) MICCAI 2015. LNCS, vol. 9351, pp. 234\u2013241. Springer, Cham (2015). https:\/\/doi.org\/10.1007\/978-3-319-24574-4_28"},{"key":"18_CR24","unstructured":"Saito, Y., Kenmochi, Y., Kotani, K.: Estimation of eyeglassless facial images using principal component analysis. In: Proceedings of the 1999 International Conference on Image Processing, ICIP 1999, vol. 4, pp. 197\u2013201. IEEE (1999)"},{"key":"18_CR25","unstructured":"Viola, P., Jones, M.: Rapid object detection using a boosted cascade of simple features. In: Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2001, vol. 1, p. I. IEEE (2001)"},{"key":"18_CR26","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)"},{"key":"18_CR27","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), vol. 1, p. 3 (2017)","DOI":"10.1109\/CVPR.2017.434"},{"key":"18_CR28","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: CVPR, vol. 2, p. 4 (2017)","DOI":"10.1109\/CVPR.2017.728"},{"key":"18_CR29","unstructured":"Yu, F., Koltun, V.: Multi-scale context aggregation by dilated convolutions. arXiv preprint arXiv:1511.07122 (2015)"},{"key":"18_CR30","doi-asserted-by":"crossref","unstructured":"Yu, J., Lin, Z., Yang, J., Shen, X., Lu, X., Huang, T.S.: Generative image inpainting with contextual attention. arXiv preprint (2018)","DOI":"10.1109\/CVPR.2018.00577"},{"key":"18_CR31","unstructured":"Zhang, S., He, R., Sun, Z., Tan, T.: Multi-task convnet for blind face inpainting with application to face verification. In: 2016 International Conference on Biometrics (ICB), pp. 1\u20138. IEEE (2016)"},{"issue":"3","key":"18_CR32","doi-asserted-by":"publisher","first-page":"637","DOI":"10.1109\/TIFS.2017.2763119","volume":"13","author":"S Zhang","year":"2018","unstructured":"Zhang, S., He, R., Sun, Z., Tan, T.: DeMeshNet: blind face inpainting for deep MeshFace verification. IEEE Trans. Inf. Forensics Secur. 13(3), 637\u2013647 (2018)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"issue":"11","key":"18_CR33","doi-asserted-by":"publisher","first-page":"875","DOI":"10.1109\/LSP.2007.903260","volume":"14","author":"W Zhang","year":"2007","unstructured":"Zhang, W., Shan, S., Chen, X., Gao, W.: Local Gabor binary patterns based on Kullback\u2013Leibler divergence for partially occluded face recognition. IEEE Signal Process. Lett. 14(11), 875\u2013878 (2007)","journal-title":"IEEE Signal Process. Lett."},{"issue":"2","key":"18_CR34","doi-asserted-by":"publisher","first-page":"232","DOI":"10.1631\/jzus.A0820138","volume":"10","author":"YT Zhuang","year":"2009","unstructured":"Zhuang, Y.T., Wang, Y.S., Shih, T.K., Tang, N.C.: Patch-guided facial image inpainting by shape propagation. J. Zhejiang Univ.-SCIENCE A 10(2), 232\u2013238 (2009)","journal-title":"J. Zhejiang Univ.-SCIENCE A"}],"updated-by":[{"DOI":"10.1007\/978-3-030-20870-7_46","type":"correction","label":"Correction","source":"publisher","updated":{"date-parts":[[2021,10,5]],"date-time":"2021-10-05T00:00:00Z","timestamp":1633392000000}}],"container-title":["Lecture Notes in Computer Science","Computer Vision \u2013 ACCV 2018"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-20870-7_18","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,10,5]],"date-time":"2021-10-05T07:25:36Z","timestamp":1633418736000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-20870-7_18"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030208691","9783030208707"],"references-count":34,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-20870-7_18","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"25 May 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"5 October 2021","order":2,"name":"change_date","label":"Change Date","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"Correction","order":3,"name":"change_type","label":"Change Type","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"In the original version of this book the address of the author Di Sun was incorrect. This has now been corrected.","order":4,"name":"change_details","label":"Change Details","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ACCV","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Asian Conference on Computer Vision","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Perth, WA","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Australia","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2018","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2 December 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"6 December 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"accv2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/accv2018.net\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Double-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Microsoft CMT","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"979","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"274","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"0","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"28% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"2.7","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"No","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}