Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
research-article

Image completion using planar structure guidance

Published: 27 July 2014 Publication History

Abstract

We propose a method for automatically guiding patch-based image completion using mid-level structural cues. Our method first estimates planar projection parameters, softly segments the known region into planes, and discovers translational regularity within these planes. This information is then converted into soft constraints for the low-level completion algorithm by defining prior probabilities for patch offsets and transformations. Our method handles multiple planes, and in the absence of any detected planes falls back to a baseline fronto-parallel image completion algorithm. We validate our technique through extensive comparisons with state-of-the-art algorithms on a variety of scenes.

Supplementary Material

MP4 File (a129-sidebyside.mp4)

References

[1]
Aiger, D., Cohen-Or, D., and Mitra, N. J. 2012. Repetition maximization based texture rectification. Computer Graphics Forum (EUROGRAPHICS) 31, 2pt2, 439--448.
[2]
Ballester, C., Bertalmio, M., Caselles, V., Sapiro, G., and Verdera, J. 2001. Filling-in by joint interpolation of vector fields and gray levels. IEEE TIP 10, 8, 1200--1211.
[3]
Barinova, O., Konushin, V., Yakubenko, A., Lee, K., Lim, H., and Konushin, A. 2008. Fast automatic single-view 3-d reconstruction of urban scenes. In ECCV.
[4]
Barnes, C., Shechtman, E., Finkelstein, A., and Goldman, D. 2009. PatchMatch: a randomized correspondence algorithm for structural image editing. ACM Trans. on Graphics (Proc. of Siggraph) 28, 3, 24.
[5]
Bertalmio, M., Sapiro, G., Caselles, V., and Ballester, C. 2000. Image inpainting. ACM Trans. on Graphics (Proc. of Siggraph) 19, 3, 417--424.
[6]
Bertalmio, M., Vese, L., Sapiro, G., and Osher, S. 2003. Simultaneous structure and texture image inpainting. IEEE TIP 12, 8, 882--889.
[7]
Chum, O., and Matas, J. 2010. Planar affine rectification from change of scale. In ACCV.
[8]
Comaniciu, D., and Meer, P. 2002. Mean Shift: A robust approach toward feature space analysis. IEEE TPAMI 24, 5, 603--619.
[9]
Criminisi, A., Pérez, P., and Toyama, K. 2004. Region filling and object removal by exemplar-based image inpainting. IEEE TIP 13, 9, 1200--1212.
[10]
Darabi, S., Shechtman, E., Barnes, C., Goldman, D. B., and Sen, P. 2012. Image Melding: Combining Inconsistent Images using Patch-based Synthesis. ACM Trans. on Graphics (Proc. of Siggraph) 31, 4.
[11]
Efros, A. A., and Freeman, W. T. 2001. Image quilting for texture synthesis and transfer. ACM Trans. on Graphics (Proc. of Siggraph) 20, 3, 341--346.
[12]
Efros, A. A., and Leung, T. K. 1999. Texture synthesis by non-parametric sampling. In ICCV.
[13]
Hartley, R. I., and Zisserman, A. 2004. Multiple View Geometry in Computer Vision, second ed. Cambridge University Press.
[14]
Hays, J., and Efros, A. A. 2007. Scene completion using millions of photographs. ACM Trans. on Graphics (Proc. of Siggraph) 26, 3, 4.
[15]
He, K., and Sun, J. 2012. Statistics of patch offsets for image completion. In ECCV.
[16]
Hertzmann, A., Jacobs, C. E., Oliver, N., Curless, B., and Salesin, D. H. 2001. Image analogies. ACM Trans. on Graphics (Proc. of Siggraph) 20, 3, 327--340.
[17]
Huang, H., K. Yin, Gong, M., Lischinski, D., Cohen-Or, D., Ascher, U., and Chen, B. 2013. Mind the gap: Tele-registration for structure-driven image completion. ACM Trans. on Graphics (Proc. of Siggraph Asia) 32, 174:1--174:10.
[18]
Huang, J.-B., Kopf, J., Ahuja, N., and Kang, S. B. 2013. Transformation guided image completion. In ICCP.
[19]
Jia, J., and Tang, C. 2003. Image repairing: Robust image synthesis by adaptive nd tensor voting. In CVPR.
[20]
Komodakis, N., and Tziritas, G. 2007. Image completion using efficient belief propagation via priority scheduling and dynamic pruning. IEEE TIP 16, 11, 2649--2661.
[21]
Kopf, J., Kienzle, W., Drucker, S., and Kang, S. B. 2012. Quality prediction for image completion. ACM Trans. on Graphics (Proc. of Siggraph Asia) 31, 6.
[22]
Kwatra, V., Essa, I., Bobick, A., and Kwatra, N. 2005. Texture optimization for example-based synthesis. ACM Trans. on Graphics (Proc. of Siggraph) 24, 3, 795--802.
[23]
Liu, Y., Lin, W.-C., and Hays, J. 2004. Near-regular texture analysis and manipulation. ACM Trans. on Graphics (Proc. of Siggraph) 23, 3, 368--376.
[24]
Liu, Y., Hel-Or, H., and Kaplan, C. 2010. Computational symmetry in computer vision and computer graphics. Now Publishers.
[25]
Lowe, D. G. 2004. Distinctive image features from scale-invariant keypoints. International Journal of Computer Vision 60, 2, 91--110.
[26]
Mansfield, A., Prasad, M., Rother, C., Sharp, T., Kohli, P., and Van Gool, L. 2011. Transforming image completion. In BMVC.
[27]
Pavić, D., Schönefeld, V., and Kobbelt, L. 2006. Interactive image completion with perspective correction. The Visual Computer 22, 9, 671--681.
[28]
Pritch, Y., Kav-Venaki, E., and Peleg, S. 2009. Shift-map image editing. In ICCV.
[29]
Sun, J., Yuan, L., Jia, J., and Shum, H. 2005. Image completion with structure propagation. ACM Trans. on Graphics (Proc. of Siggraph) 24, 3, 861--868.
[30]
Wexler, Y., Shechtman, E., and Irani, M. 2007. Space-time completion of video. IEEE TPAMI 29, 3, 463--476.
[31]
Whyte, O., Sivic, J., and Zisserman, A. 2009. Get out of my picture! internet-based inpainting. In BMVC.
[32]
Zhang, Z., Ganesh, A., Liang, X., and Ma, Y. 2012. TILT: transform invariant low-rank textures. International Journal of Computer Vision 99, 1, 1--24.
[33]
Zhang, Y., Xiao, J., Hays, J., and Tan, P. 2013. FrameBreak: Dramatic image extrapolation by guided shift-maps. In CVPR.

Cited By

View all
  • (2024)Large-scale datasets for facial tampering detection with inpainting techniquesJournal of Image and Graphics10.11834/jig.23042229:7(1834-1848)Online publication date: 2024
  • (2024)SafePaint: Anti-forensic Image Inpainting with Domain AdaptationProceedings of the 32nd ACM International Conference on Multimedia10.1145/3664647.3681279(7774-7782)Online publication date: 28-Oct-2024
  • (2024)View-consistent Object Removal in Radiance FieldsProceedings of the 32nd ACM International Conference on Multimedia10.1145/3664647.3681090(3597-3606)Online publication date: 28-Oct-2024
  • Show More Cited By

Recommendations

Comments

Information & Contributors

Information

Published In

cover image ACM Transactions on Graphics
ACM Transactions on Graphics  Volume 33, Issue 4
July 2014
1366 pages
ISSN:0730-0301
EISSN:1557-7368
DOI:10.1145/2601097
Issue’s Table of Contents
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 27 July 2014
Published in TOG Volume 33, Issue 4

Permissions

Request permissions for this article.

Check for updates

Author Tags

  1. guided synthesis
  2. image completion
  3. mid-level analysis
  4. patch-based synthesis

Qualifiers

  • Research-article

Funding Sources

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)68
  • Downloads (Last 6 weeks)15
Reflects downloads up to 10 Nov 2024

Other Metrics

Citations

Cited By

View all
  • (2024)Large-scale datasets for facial tampering detection with inpainting techniquesJournal of Image and Graphics10.11834/jig.23042229:7(1834-1848)Online publication date: 2024
  • (2024)SafePaint: Anti-forensic Image Inpainting with Domain AdaptationProceedings of the 32nd ACM International Conference on Multimedia10.1145/3664647.3681279(7774-7782)Online publication date: 28-Oct-2024
  • (2024)View-consistent Object Removal in Radiance FieldsProceedings of the 32nd ACM International Conference on Multimedia10.1145/3664647.3681090(3597-3606)Online publication date: 28-Oct-2024
  • (2024)Appearance flow based structure prior guided image inpaintingJournal of Electronic Imaging10.1117/1.JEI.33.5.05301133:05Online publication date: 1-Sep-2024
  • (2024)Mutual encoder-decoder with bi-gated convolution for image inpaintingJournal of Electronic Imaging10.1117/1.JEI.33.1.01303633:01Online publication date: 1-Jan-2024
  • (2024)Semantic Image Translation for Repairing the Texture Defects of Building ModelsIEEE Transactions on Geoscience and Remote Sensing10.1109/TGRS.2023.333896262(1-20)Online publication date: 2024
  • (2024)Learning From Text: A Multimodal Face Inpainting Network for Irregular HolesIEEE Transactions on Circuits and Systems for Video Technology10.1109/TCSVT.2024.337057834:8(7484-7497)Online publication date: 1-Aug-2024
  • (2024)Transformer-Based Image Inpainting Detection via Label Decoupling and Constrained Adversarial TrainingIEEE Transactions on Circuits and Systems for Video Technology10.1109/TCSVT.2023.329927834:3(1857-1872)Online publication date: 1-Mar-2024
  • (2024)CoLaNet: Adaptive Context and Latent Information Blending for Face Image InpaintingIEEE Signal Processing Letters10.1109/LSP.2023.334099831(91-95)Online publication date: 2024
  • (2024)I3FDM: IRIS Inpainting Via Inverse Fusion of Diffusion ModelsICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)10.1109/ICASSP48485.2024.10447757(1636-1640)Online publication date: 14-Apr-2024
  • Show More Cited By

View Options

Get Access

Login options

Full Access

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media