An Adaptive Denoising Algorithm for Speckle Noise in DoFP Polarization Images

Abubakar Abubakar, Amine Bermak

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

In this paper, an adaptive algorithm for filtering speckle noise in Division-of-Focal-Plane (DoFP) polarization images is presented. The proposed algorithm involves replacing the first round of operation in the Block-matching and 3D Filtering (BM3D) denoising algorithm with an adaptive thresholding technique based on the smoothness of an image patch. This improves the "Semi-Filtered"image that is passed to the final BM3D denoising round. With this adaptive technique, key image details are preserved and speckle noise is significantly suppressed. Experimental results on four DoFP test images indicate the significant performance of the proposed algorithm in suppressing speckle noise. This significant performance is then compared with the performance of other existing denoising algorithms. Comparison is done numerically using Peak-Signal-to-Noise-Ratio (PSNR) and Structural Similarity (SSIM) Index scores. Thereafter, comparison is extended to visual results to ascertain agreement between the two sets of comparisons.

Original languageEnglish
Title of host publication2021 4th International Conference on Circuits, Systems and Simulation, ICCSS 2021
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages225-230
Number of pages6
ISBN (Electronic)9781728167527
DOIs
Publication statusPublished - 26 May 2021
Event4th International Conference on Circuits, Systems and Simulation, ICCSS 2021 - Virtual, Kuala Lumpur, Malaysia
Duration: 26 May 202128 May 2021

Publication series

Name2021 4th International Conference on Circuits, Systems and Simulation, ICCSS 2021

Conference

Conference4th International Conference on Circuits, Systems and Simulation, ICCSS 2021
Country/TerritoryMalaysia
CityVirtual, Kuala Lumpur
Period26/05/2128/05/21

Keywords

  • denoising
  • polarization
  • speckle noise

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