Sensors (Jun 2019)

Speckle Noise Filtering in Side-Scan Sonar Images Based on the Tucker Tensor Decomposition

  • Jakub Grabek,
  • Bogusław Cyganek

DOI
https://doi.org/10.3390/s19132903
Journal volume & issue
Vol. 19, no. 13
p. 2903

Abstract

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Real signals are usually contaminated with various types of noise. This phenomenon has a negative impact on the operation of systems that rely on signals processing. In this paper, we propose a tensor-based method for speckle noise reduction in the side-scan sonar images. The method is based on the Tucker decomposition with automatically determined ranks of factoring tensors. As verified experimentally, the proposed method shows very good results, outperforming other types of speckle-noise filters.

Keywords