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We present a novel two-step radar signal detector against the non-Gaussian distributed clutter in this paper. The compound Gaussian distribution is employed to model the clutter, which describes the clutter vector as the product of a non-negative random variable (the so-called texture) with a complex Gaussian random vector (called the speckle). The posteriori probability density function of the texture...