TNLIST, Department of Computer Science and Technology, Tsinghua University, Beijing100084, China.
School of Computer Science & Informatics, Cardiff University, UK.
Show Author Information
Hide Author Information
Abstract
This paper considers panorama images used for street views. Their viewing angle of 360 causes pixels at the top and bottom to appear stretched and warped. Although current image completion algorithms work well, they cannot be directly used in the presence of such distortions found in panoramas of street views. We thus propose a novel approach to complete such 360 panoramas using optimization-based projection to deal with distortions. Experimental results show that our approach is efficient and provides an improvement over standard image completion algorithms.
Bertalmio,M.; Sapiro,G.; Caselles,V.; Ballester,C.Image inpainting. In: Proceedings of the 27th annual conference on Computer graphics and interactive techniques, 417-424, 2000.
Levin,A.; Zomet,A.; Weiss,Y.Learning how to inpaint from global image statistics. In: Proceedings of the Ninth IEEE International Conference on Computer Vision, Vol. 2, 305, 2003.
Roth,S.; Black,M. J.Fields of experts: A framework for learning image priors. In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Vol. 2, 860-867, 2005.
[10]
Wexler,Y.; Shechtman,E.; Irani,M.Space-time completion of video. IEEE Transactions on Pattern Analysis and Machine Intelligence Vol. 29, No. 3, 463-476, 2007.
He,K.; Sun,J.Image completion approaches using the statistics of similar patches. IEEE Transactions on Pattern Analysis and Machine Intelligence Vol. 36, No. 12, 2423-2435, 2014.
Zontak,M.; Irani,M.Internal statistics of a single natural image. In: Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition, 977-984, 2011.
Von Gioi,R. G.; Jakubowicz,J.; Morel,J.-M.; Randall,G.LSD: A fast line segment detector with a false detection control. IEEE Transactions on Pattern Analysis and Machine Intelligence Vol. 32, No. 4, 722-732, 2010.
Sun,J.Computing nearest-neighbor fields via propagation-assisted KD-trees. In: Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 111-118, 2012.
Zhu Z, Martin RR, Hu S-M. Panorama completion for street views. Computational Visual Media, 2015, 1(1): 49-57. https://doi.org/10.1007/s41095-015-0008-2
This article is published with open access at Springerlink.com
This article is distributed under the terms of the Creative Commons Attribution License which permits any use, distribution, and reproduction in any medium, provided the original author(s) and the source are credited.