SCAPE swMATH ID: 19408 Software Authors: D. Anguelov, P. Srinivasan, D. Koller, S. Thrun, J. Rodgers, J. Davis Description: SCAPE: Shape Completion and Animation of People. We introduce the SCAPE method (Shape Completion and Animation for PEople)—a data-driven method for building a human shape model that spans variation in both subject shape and pose. The method is based on a representation that incorporates both articulated and non-rigid deformations. We learn a pose deformation model that derives the non-rigid surface deformation as a function of the pose of the articulated skeleton. We also learn a separate model of variation based on body shape. Our two models can be combined to produce 3D surface models with realistic muscle deformation for different people in different poses, when neither appear in the training set. We show how the model can be used for shape completion — generating a complete surface mesh given a limited set of markers specifying the target shape. We present applications of shape completion to partial view completion and motion capture animation. In particular, our method is capable of constructing a high-quality animated surface model of a moving person, with realistic muscle deformation, using just a single static scan and a marker motion capture sequence of the person. Homepage: http://dl.acm.org/citation.cfm?id=1073207 Related Software: Pfinder; SIFT; Mosek; YALMIP; HumanEva; PRMLT; SE-Sync; CSparse; VoxNet; OctNet; 3DMatch; PointCNN; PointNet; SyncSpecCnn; t-SNE; SMPL; Adam; AlexNet; ImageNet; PhaseLift Cited in: 18 Publications all top 5 Cited by 57 Authors 2 Bronstein, Alexander M. 2 Bronstein, Michael M. 2 Chen, Mingjia 2 Kimmel, Ron 2 Wang, Changbo 2 Wang, Xianchao 1 Aflalo, Yonathan 1 Bai, Fang 1 Bartoli, Adrien 1 Basri, Ronen 1 Chazal, Frédéric 1 Du, Peng 1 Dubrovina, Anastasia 1 Dym, Nadav 1 Eslami, S. M. Ali 1 Glisse, Marc 1 Gonzàlez, Jordi 1 Guibas, Leonidas John 1 He, Youzi 1 Heess, Nicolas 1 Huang, Qixing 1 Jacobs, David W. 1 Ji, Zhongping 1 Labruère, Catherine 1 Lai, Rongjie 1 Lai, Yu-Kun 1 Li, Jinghong 1 Lipman, Yaron 1 Liu, Hongyu 1 Liu, Ligang 1 Martin, Ralph R. 1 Michel, Bertrand 1 Mitra, Niloy J. 1 Pokrass, Jonathan 1 Qi, Xiao 1 Qin, Hong 1 Rius, Ignasi 1 Roca, F. Xavier 1 Rosin, Paul L. 1 Sapiro, Guillermo 1 Sheng, Tingting 1 Sheorey, Sameer 1 Simon, Konrad 1 Sprechmann, Pablo 1 Tam, Gary K. L. 1 Tsui, Wing-Yan 1 Varona, Javier 1 Wang, Yigang 1 Wang, Zhaoqi 1 Williams, Christopher K. I. 1 Winn, John A. jun. 1 Wu, Qing 1 Wu, Xundong 1 Xia, Shihong 1 Xu, Gang 1 Zhao, Hongkai 1 Zou, Qianfang all top 5 Cited in 11 Serials 3 Computer Aided Geometric Design 3 International Journal of Computer Vision 2 ACM Transactions on Graphics 1 Pattern Recognition 1 SIAM Journal on Optimization 1 SIAM Journal on Scientific Computing 1 Journal of Machine Learning Research (JMLR) 1 Science in China. Series F 1 SIAM Journal on Imaging Sciences 1 Mathematics in Engineering 1 Electronic Research Archive all top 5 Cited in 11 Fields 11 Computer science (68-XX) 8 Numerical analysis (65-XX) 3 Operations research, mathematical programming (90-XX) 2 Partial differential equations (35-XX) 2 Optics, electromagnetic theory (78-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Differential geometry (53-XX) 1 Algebraic topology (55-XX) 1 Global analysis, analysis on manifolds (58-XX) 1 Statistics (62-XX) 1 Mechanics of deformable solids (74-XX) Citations by Year