Building statistical shape spaces for 3D human modeling

Pattern Recognition

Volumn 67, Issue , 2017, Pages 276-286

  Pishchulin, Leonid ^a   Wuhrer, Stefanie ^b   Helten, Thomas ^c   Theobalt, Christian ^a   Schiele, Bernt ^a  

^a MAX PLANCK INSTITUTE FOR INFORMATICS   (Germany)

^b INRIA RHÔNE ALPES   (France)

^c GoalControl GmbH   (Germany)

Author keywords

Non rigid template fitting; Statistical human body model

Indexed keywords

PATTERN RECOGNITION; SOFTWARE ENGINEERING;

3D HUMAN MODELING; BEST PRACTICES; BODY REPRESENTATIONS; HUMAN BODY MODELING; PRE-PROCESSING STEP; SCAN ALIGNMENT; STATISTICAL SHAPES; TEMPLATE FITTINGS;

DATABASE SYSTEMS;

EID: 85016014341     PISSN: 00313203     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patcog.2017.02.018     Document Type: Article

References (42)

1. [1] Allen, B., Curless, B., Popović, Z., The space of human body shapes: reconstruction and parameterization from range scans. TG, 2003.
2. [2] Allen, B., Curless, B., Popović, Z., Hertzmann, A., Learning a correlated model of identity and pose-dependent body shape variation for real-time synthesis. SCA, 2006.
3. [3] Anguelov, D., Srinivasan, P., Koller, D., Thrun, S., Rodgers, J., Davis, J., SCAPE: shape completion and animation of people. TG, 2005.
4. [4] Baek, S.-Y., Lee, K., Parametric human body shape modeling framework for human-centered product design. CAD, 2012.
5. [5] Balan, A., Black, M., The naked truth: estimating body shape under clothing. ECCV, 2008.
6. [6] Balan, A., Sigal, L., Black, M., Davis, J., Haussecker, H., Detailed human shape and pose from images. CVPR, 2007.
7. [7] Bogo, F., Romero, J., Loper, M., Black, M., FAUST: Dataset and evaluation for 3D mesh registration. CVPR, 2014.
8. [8] Boisvert, J., Shu, C., Wuhrer, S., Xi, P., Three-dimensional human shape inference from silhouettes: reconstruction and validation. MVAP, 2013.
9. [9] Chen, Y., Liu, Z., Zhang, Z., Tensor-based human body modeling. CVPR, 2013.
10. [10] Chu, C.-H., Tsai, Y.-T., Wang, C., Kwok, T.-H., Exemplar-based statistical model for semantic parametric design of human body. Comp. Ind. 61:6 (2010), 541–549.
11. [11] Goodall, C., Procrustes methods in the statistical analysis of shape. J. R. Stat. Soc. Ser. B Stat. Methodol., 1991, 285–339.
12. [12] Guan, P., Reiss, L., Hirshberg, D., Weiss, A., Black, M., DRAPE: dressing any person. TG, 2012.
13. [13] Guan, P., Weiss, A., Bălan, A., Black, M., Estimating human shape and pose from a single image. ICCV, 2009.
14. [14] Hasler, N., Ackermann, H., Rosenhahn, B., Thormählen, T., Seidel, H.-P., Multilinear pose and body shape estimation of dressed subjects from image sets. CVPR, 2010.
15. [15] Hasler, N., Stoll, C., Rosenhahn, B., Thormählen, T., Seidel, H.-P., Estimating body shape of dressed humans. Comput. Graph. 33:3 (2009), 211–216.
16. [16] Hasler, N., Stoll, C., Sunkel, M., Rosenhahn, B., Seidel, H.-P., A statistical model of human pose and body shape. CGF, 2009.
17. [17] Helten, T., Baak, A., Bharai, G., Müller, M., Seidel, H.-P., Theobalt, C., Personalization and evaluation of a real-time depth-based full body scanner. 3DV, 2013.
18. [18] Jain, A., Thormählen, T., Seidel, H.-P., Theobalt, C., MovieReshape: tracking and reshaping of humans in videos. TG, 2010.
19. [19] Loper, M., Mahmood, N., Romero, J., Pons-Moll, G., Black, M., Smpl: a skinned multi-person linear model. TG, 2015.
20. [20] Mündermann, L., Corazza, S., Andriacchi, T., Accurately measuring human movement using articulated icp with soft-joint constraints and a repository of articulated models. CVPR, 2007.
21. [21] Neophytou, A., Hilton, A., Shape and pose space deformation for subject specific animation. 3DV, 2013.
22. [22] Neumann, T., Varanasi, K., Hasler, N., Wacker, M., Magnor, M., Theobalt, C., Capture and statistical modeling of arm-muscle deformations. CGF, 2013.
23. [23] Pishchulin, L., Jain, A., Andriluka, M., Thormählen, T., Schiele, B., Articulated people detection and pose estimation: reshaping the future. CVPR, 2012.
24. [24] Pishchulin, L., Jain, A., Wojek, C., Thormaehlen, T., Schiele, B., In good shape: robust people detection based on appearance and shape. BMVC, 2011.
25. [25] Pons-Moll, G., Romero, J., Mahmood, N., Black, M., DYNA: a model of dynamic human shape in motion. TG, 2015.
26. [26] Robinette, K., Daanen, H., Paquet, E., The CAESAR project: a 3-D surface anthropometry survey. 3DIM, 1999.
27. [27] Rupprecht, C., Pauly, O., Theobalt, C., Ilic, S., 3d semantic parameterization for human shape modeling: application to 3d animation. 3DV, 2013.
28. [28] Seo, H., Magnenat-Thalmann, N., An automatic modeling of human bodies from sizing parameters. I3D, 2003.
29. [29] Seo, H., Yeo, Y.I., Wohn, K., 3D body reconstruction from photos based on range scan. Edutainment, 2006.
30. [30] Sigal, L., Balan, A., Black, M., Combined discriminative and generative articulated pose and non-rigid shape estimation. NIPS, 2007.
31. [31] Styner, M., Rajamani, K., Nolte, L.-P., Zsemlye, G., Székely, G., Taylor, C., Davies, R., Evaluation of 3D correspondence methods for model building. IPMI, 2003.
32. [32] Tam, G., Cheng, Z.-Q., Lai, Y.-K., Langbein, F., Liu, Y., Marshall, D., Martin, R., Sun, X.-F., Rosin, P., Registration of 3D point clouds and meshes: a survey from rigid to non-rigid. TVCG, 2013.
33. [33] Tsoli, A., Mahmood, N., Black, M., Breathing life into shape: capturing, modeling and animating 3d human breathing. TG, 2014.
34. [34] van Kaick, O., Zhang, H., Hamarneh, G., Cohen-Or, D., A survey on shape correspondence. CGF, 2011.
35. [35] Weiss, A., Hirshberg, D., Black, M., Home 3D body scans from noisy image and range data. ICCV, 2011.
36. [36] Wuhrer, S., Shu, C., Estimating 3d human shapes from measurements. MVAP, 2013.
37. [37] Wuhrer, S., Shu, C., Xi, P., Landmark-free posture invariant human shape correspondence. Vis. Comput. 27:9 (2011), 843–852.
38. [38] Wuhrer, S., Shu, C., Xi, P., Posture-invariant statistical shape analysis using Laplace operator. Comput. Graph. 36:5 (2012), 410–416.
39. [39] Wuhrer, S., Pishchulin, L., Brunton, A., Shu, C., Lang, J., Estimation of human body shape and posture under clothing. CVIU, 2014.
40. [40] Xi, P., Lee, W.-S., Shu, C., A data-driven approach to human-body cloning using a segmented body database. PG, 2007.
41. [41] Zhou, S., Fu, H., Liu, L., Cohen-Or, D., Han, X., Parametric reshaping of human bodies in images. TG, 2010.
42. [42] Zhu, C., Byrd, R., Lu, P., Nocedal, J., Algorithm 778: L-BFGS-B Fortran subroutines for large-scale bound-constrained optimization. TOMS, 1997.