Multilinear Tensor-Based Non-parametric Dimension Reduction for Gait Recognition

@inproceedings{Chen2009MultilinearTN,
  title={Multilinear Tensor-Based Non-parametric Dimension Reduction for Gait Recognition},
  author={Changyou Chen and Junping Zhang and Rudolf Fleischer},
  booktitle={ICB},
  year={2009}
}
The small sample size problem and the difficulty in determining the optimal reduced dimension limit the application of subspace learning methods in the gait recognition domain. To address the two issues, we propose a novel algorithm named multi-linear tensor-based learning without tuning parameters (MTP) for gait recognition. In MTP, we first employ a new method for automatic selection of the optimal reduced dimension. Then, to avoid the small sample size problem, we use multi-linear tensor… CONTINUE READING

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