Self-similarity Analysis for Motion Capture Cleaning

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[See more ecamples:    Contemporary Dance    Salsa Dance]


Locomotion

Original erroneous motion

The motion is taken from the CMU motion capture database (subject 86)

Self-similarity Analysis (our method)

Joint based methods

Comparison to Feng et al. [FJX*15]

Comparison to Holden et al. [HSKJ15]

References

[FJX*15] FENG Y., JI M., XIAO J., YANG X., ZHANG J. J., ZHUANG Y., LI X.: Mining spatial-temporal patterns and structural sparsity for human motion data denoising. IEEE Transactions on Cybernetics 45, 12 (Dec 2015), 2693–2706.

[HSKJ15] HOLDEN D., SAITO J., KOMURA T., JOYCE T.: Learning motion manifolds with convolutional autoencoders. In SIGGRAPH Asia 2015 Technical Briefs (New York, NY, USA, 2015), SA ’15, ACM, pp. 18:1–18:4