ABSTRACT
We present an easy-to-use image retouching technique for realistic reshaping of human bodies in a single image. A model-based approach is taken by integrating a 3D whole-body morphable model into the reshaping process to achieve globally consistent editing effects. A novel body-aware image warping approach is introduced to reliably transfer the reshaping effects from the model to the image, even under moderate fitting errors. Thanks to the parametric nature of the model, our technique parameterizes the degree of reshaping by a small set of semantic attributes, such as weight and height. It allows easy creation of desired reshaping effects by changing the full-body attributes, while producing visually pleasing results even for loosely-dressed humans in casual photographs with a variety of poses and shapes.
Supplemental Material
Available for Download
- Allen, B., Curless, B., and Popović, Z. 2003. The space of human body shapes: reconstruction and parameterization from range scans. ACM Trans. Graph. 22, 3, 587--594. Google ScholarDigital Library
- Allen, B., Curless, B., Popović, Z., and Hertzmann, A. 2006. Learning a correlated model of identity and pose-dependent body shape variation for real-time synthesis. In SCA '06, 147--156. Google ScholarDigital Library
- Anguelov, D., Srinivasan, P., Koller, D., Thrun, S., Rodgers, J., and Davis, J. 2005. SCAPE: shape completion and animation of people. ACM Trans. Graph. 24, 3, 408--416. Google ScholarDigital Library
- Arad, N., and Reisfeld, D. 1995. Image warping using few anchor points and radial functions. Computer Graphics Forum 14, 1, 35--46.Google ScholarCross Ref
- Balan, A., and Black, M. 2008. The naked truth: Estimating body shape under clothing. In ECCV '08. Google ScholarDigital Library
- Balan, A. O., Sigal, L., Black, M. J., Davis, J. E., and Haussecker, H. W. 2007. Detailed human shape and pose from images. In CVPR '07, 1--8.Google Scholar
- Baran, I., and Popović, J. 2007. Automatic rigging and animation of 3D characters. ACM Trans. Graph. 26, 3, 72. Google ScholarDigital Library
- Barrett, W. A., and Cheney, A. S. 2002. Object-based image editing. ACM Trans. Graph. 21, 3, 777--784. Google ScholarDigital Library
- Blanz, V., and Vetter, T. 1999. A morphable model for the synthesis of 3d faces. In SIGGRAPH '99, 187--194. Google ScholarDigital Library
- Carroll, R., Agrawala, M., and Agarwala, A. 2009. Optimizing content-preserving projections for wide-angle images. ACM Trans. Graph. 28, 3. Google ScholarDigital Library
- Davis, J., Agrawala, M., Chuang, E., Popović, Z., and Salesin, D. 2003. A sketching interface for articulated figure animation. In SCA '03, 320--328. Google ScholarDigital Library
- de Aguiar, E., Stoll, C., Theobalt, C., Ahmed, N., Seidel, H.-P., and Thrun, S. 2008. Performance capture from sparse multi-view video. ACM Trans. Graph. 27, 3, 98. Google ScholarDigital Library
- Eismann, K., and Palmer, W. 2006. Adobe Photoshop Restoration & Retouching. New Riders Press; 3 edition. Google ScholarDigital Library
- Guan, P., Weiss, A., Balan, A., and Black, M. J. 2009. Estimating human shape and pose from a single image. In ICCV '09.Google Scholar
- Hasler, N., Stoll, C., Sunkel, M., Rosenhahn, B., and Seidel, H.-P. 2009. A statistical model of human pose and body shape. Computer Graphics Forum 28, 2, 337--346.Google ScholarCross Ref
- Hornung, A., Dekkers, E., and Kobbelt, L. 2007. Character animation from 2D pictures and 3D motion data. ACM Trans. Graph. 26, 1, 1. Google ScholarDigital Library
- Hua, Z., Wang, G., Lin, X., and Yan, H. 2009. Recovery of upper body poses in static images based on joints detection. Pattern Recognition Letters 30, 5, 503--512. Google ScholarDigital Library
- Igarashi, T., Moscovich, T., and Hughes, J. F. 2005. As-rigid-as-possible shape manipulation. ACM Trans. Graph. 24, 3, 1134--1141. Google ScholarDigital Library
- Kraevoy, V., Sheffer, A., and van de Panne, M. 2009. Modeling from contour drawings. In SBIM '09, 37--44. Google ScholarDigital Library
- Leyvand, T., Cohen-Or, D., Dror, G., and Lischinski, D. 2008. Data-driven enhancement of facial attractiveness. ACM Trans. Graph. 27, 3, 38. Google ScholarDigital Library
- Li, Y., Sun, J., Tang, C.-K., and Shum, H.-Y. 2004. Lazy snapping. ACM Trans. Graph. 23, 3, 303--308. Google ScholarDigital Library
- Mortensen, E. N., and Barrett, W. A. 1995. Intelligent scissors for image composition. In SIGGRAPH '95, 191--198. Google ScholarDigital Library
- Parameswaran, V., and Chellappa, R. 2004. View independent human body pose estimation from a single perspective image. In CVPR '04, vol. 2.Google Scholar
- Schaefer, S., McPhail, T., and Warren, J. 2006. Image deformation using moving least squares. ACM Trans. Graph. 25, 3, 533--540. Google ScholarDigital Library
- Seo, H., and Magnenat-Thalmann, N. 2004. An example-based approach to human body manipulation. Graphical Models 66, 1, 1--23. Google ScholarDigital Library
- Shamir, A., and Sorkine, O. 2009. Visual media retargeting. In SIGGRAPH Asia Course 2009. Google ScholarDigital Library
- Sumner, R. W., and Popović, J. 2004. Deformation transfer for triangle meshes. ACM Trans. Graph. 23, 3, 399--405. Google ScholarDigital Library
- Tan, G., Chen, W., and Liu, L. 2010. Image driven shape deformation using styles. Journal of Zhejiang University (SCIENCE C) 11, 1, 27--35.Google ScholarCross Ref
- Taylor, C. 2000. Reconstruction of articulated objects from point correspondences in a single uncalibrated image. Computer Vision and Image Understanding 80, 3, 349--363. Google ScholarDigital Library
- Tzur, Y., and Tal, A. 2009. FlexiStickers - photogrammetric texture mapping using casual images. ACM Trans. Graph. 28, 3. Google ScholarDigital Library
- Vlasic, D., Brand, M., Pfister, H., and Popović, J. 2005. Face transfer with multilinear models. ACM Trans. Graph. 24, 3, 426--433. Google ScholarDigital Library
- Vlasic, D., Baran, I., Matusik, W., and Popović, J. 2008. Articulated mesh animation from multi-view silhouettes. ACM Trans. Graph. 27, 3, 97. Google ScholarDigital Library
- Zhou, K., Huang, J., Snyder, J., Liu, X., Bao, H., Guo, B., and Shum, H.-Y. 2005. Large mesh deformation using the volumetric graph Laplacian. ACM Trans. Graph. 24, 3, 496--503. Google ScholarDigital Library
Index Terms
- Parametric reshaping of human bodies in images
Recommendations
Parametric reshaping of human bodies in images
We present an easy-to-use image retouching technique for realistic reshaping of human bodies in a single image. A model-based approach is taken by integrating a 3D whole-body morphable model into the reshaping process to achieve globally consistent ...
Dynamic hair manipulation in images and videos
This paper presents a single-view hair modeling technique for generating visually and physically plausible 3D hair models with modest user interaction. By solving an unambiguous 3D vector field explicitly from the image and adopting an iterative hair ...
Comments