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Speckle noise reduction

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<strong>Speckle</strong> <strong>noise</strong> <strong>reduction</strong>: a review – Ph. Courmontagne<br />

17<br />

Maximum A Posteriori (MAP) Filters<br />

‣ Using Bayesian approach, those filters intend to maximize the a<br />

posteriori probability P(S/Z)<br />

‣ Filters’ equations are derived by solving the MAP equation<br />

Assume a non-stationary multiplicative speckle <strong>noise</strong> model<br />

Too small windows introduce a bias<br />

‣ Several approaches depending on the distributions used to<br />

described the signal and P(Z/S)<br />

Kuan MAP filter [Kuan, 1987]<br />

Gamma MAP filter [Lopes, 1993]<br />

Fisher MAP filter [Nicolas, 2003]

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