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When is the Right Time to Apply Denoising?

Rafiezadeh Shahi, Kasra; Rasti, Behnood; Ghamisi, Pedram; Scheunders, Paul; Gloaguen, Richard


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{
  "@id": "https://doi.org/10.14278/rodare.1306", 
  "name": "When is the Right Time to Apply Denoising?", 
  "url": "https://rodare.hzdr.de/record/1306", 
  "@context": "https://schema.org/", 
  "description": "<p>Remote sensing data is contaminated with different types&nbsp;of noise that can severely affect the analysis of this data. Generally, in&nbsp;modern treatment chains of satellite and aerial data,&nbsp;denoising techniques are applied to atmospherically corrected&nbsp;images prior to&nbsp;further analysis (e.g., classification). However, since the noise contaminates the measured radiance at&nbsp;the sensor, it can influence the&nbsp;atmospheric correction in itself&nbsp;and consequently the remaining of the processing chain. In&nbsp;this paper, we compare the performance of&nbsp;a denoising technique, when applied before or after atmospheric correction.&nbsp;Our observations challenge the current de facto paradigm&nbsp;of&nbsp;denoising in a processing chain of spaceborne and airborne&nbsp;remotely sensed images.</p>\n\n<p>&nbsp;</p>", 
  "datePublished": "2021-10-12", 
  "sameAs": [
    "https://doi.org/10.1109/IGARSS47720.2021.9553263", 
    "https://www.hzdr.de/publications/Publ-33625"
  ], 
  "creator": [
    {
      "@id": "https://orcid.org/0000-0003-3666-4223", 
      "affiliation": "Helmholtz-Zentrum Dresden-Rossendorf, Helmholtz Institute Freiberg for Resource Technology", 
      "name": "Rafiezadeh Shahi, Kasra", 
      "@type": "Person"
    }, 
    {
      "@id": "https://orcid.org/0000-0002-1091-9841", 
      "affiliation": "Helmholtz-Zentrum Dresden-Rossendorf, Helmholtz Institute Freiberg for Resource Technology", 
      "name": "Rasti, Behnood", 
      "@type": "Person"
    }, 
    {
      "@id": "https://orcid.org/0000-0003-1203-741X", 
      "affiliation": "Helmholtz-Zentrum Dresden-Rossendorf, Helmholtz Institute Freiberg for Resource Technology", 
      "name": "Ghamisi, Pedram", 
      "@type": "Person"
    }, 
    {
      "@id": "https://orcid.org/0000-0003-2447-4772", 
      "affiliation": "Imec-Visionlab, University of Antwerp", 
      "name": "Scheunders, Paul", 
      "@type": "Person"
    }, 
    {
      "@id": "https://orcid.org/0000-0002-4383-473X", 
      "affiliation": "Helmholtz-Zentrum Dresden-Rossendorf, Helmholtz Institute Freiberg for Resource Technology", 
      "name": "Gloaguen, Richard", 
      "@type": "Person"
    }
  ], 
  "identifier": "https://doi.org/10.14278/rodare.1306", 
  "@type": "ImageObject"
}
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