Despeckling algorithm for reducing speckle noise in images generated from active sensors

  • Choi, Hyunho
  • Jeong, Jechang
Citations

WEB OF SCIENCE

4
Citations

SCOPUS

5

초록

Synthetic aperture radar (SAR) images can be utilised in various fields because they are not affected by the time of day or weather conditions. However, in the process of employing active sensors to obtain a SAR image, speckle noise is generated in the image. Speckle noise degrades the ability of computer vision to observe the Earth. To improve imaging performance, an algorithm for removing speckle noise is necessary. For this purpose, the authors propose a speckle-noise removal algorithm. A speckle reducing anisotropic diffusion filter is employed as a pre-processing filter, in which multiplicative speckle noise can be converted into additive noise using a logarithmic transformation. To remove the additive noise, they use a weighted guided image filter. Experimental results indicate that the proposed method exhibits improved speckle noise suppression and edge preservation results compared with those of existing methods.

키워드

synthetic aperture radarspeckleradar imagingimage filteringimage denoisinggeophysical image processingedge detectionsynthetic aperture radar imagesactive sensorsSAR imageimaging performance improvementspeckle-noise removal algorithmmultiplicative speckle noiseadditive noiseweighted guided image filterspeckle noise suppressionedge preservation resultsdespeckling algorithmspeckle noise reductionSAR imagescomputer visionspeckle reducing anisotropic diffusion filterpreprocessing filterlogarithmic transformationAdditivesImage denoisingImage segmentationRadar imagingSpeckleSynthetic aperture radarAdditive noiseEdge preservationsImaging performanceLogarithmic transformationsMultiplicative speckle noisePre-processingSpeckle noise removalSpeckle reducing anisotropic diffusionSynthetic aperture radar (SAR) images
제목
Despeckling algorithm for reducing speckle noise in images generated from active sensors
저자
Choi, HyunhoJeong, Jechang
DOI
10.1049/el.2020.0614
발행일
2020-08
유형
Article
저널명
Electronics Letters
56
17
페이지
876 ~ 878