Nonrigid Structure From Motion via Sparse Representation

• Published in: IEEE transactions on cybernetics Vol. 45; no. 8; pp. 1401 - 1413
• Main Authors: Li, Kun, Yang, Jingyu, Jiang, Jianmin
• Format: Journal Article
• Language: English
• Published: United States IEEE 01.08.2015
• Subjects: Discrete cosine transforms; Matrix completion; Matrix decomposition; nonrigid structure from motion (NR-SFM); occlusion; Shape; Sparse matrices; sparse representation; Trajectory; wavelet basis; Wavelet transforms; wavelet basis; nonrigid structure from motion (NR-SFM); occlusion; Matrix completion; sparse representation

This paper proposes a new approach for nonrigid structure from motion with occlusion, based on sparse representation. We address the occlusion problem based on the latest developments on sparse representation: matrix completion, which can recover the observation matrix that has high percentages of m...