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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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{
  "title": "When is the Right Time to Apply Denoising?", 
  "abstract": "<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>", 
  "type": "figure", 
  "issued": {
    "date-parts": [
      [
        2021, 
        10, 
        12
      ]
    ]
  }, 
  "DOI": "10.14278/rodare.1306", 
  "publisher": "Rodare", 
  "author": [
    {
      "family": "Rafiezadeh Shahi, Kasra"
    }, 
    {
      "family": "Rasti, Behnood"
    }, 
    {
      "family": "Ghamisi, Pedram"
    }, 
    {
      "family": "Scheunders, Paul"
    }, 
    {
      "family": "Gloaguen, Richard"
    }
  ], 
  "id": "1306"
}
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