Stable Third-Order Tensor Representation for Color Image Classification

  • Authors:
  • Dacheng Tao;Steve Maybank;Weiming Hu;Xuelong Li

  • Affiliations:
  • University of London;University of London;Chinese Academic Sciences;University of London

  • Venue:
  • WI '05 Proceedings of the 2005 IEEE/WIC/ACM International Conference on Web Intelligence
  • Year:
  • 2005

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Abstract

General tensors can represent colour images more naturally than conventional features; however the general tensorsý stability properties are not reported and remain to be a key problem. In this paper, we use the tensor minimax probability (TMPM) to prove that the tensor representation is stable. The proof is based on the random subspace method through a large number of experiments.