An EM algorithm for wavelet-based image restoration
IEEE Transactions on Image Processing
MAP estimation for hyperspectral image resolution enhancement using an auxiliary sensor
IEEE Transactions on Image Processing
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In this paper, a restoration technique for hyperspectral images is presented. The technique requires a low spatial resolution hyperspectral image and a high spatial resolution multispectral image of the same scene. The proposed approach applies a restoration on the hyperspectral image, while accounting for the joint statistics with the multispectral image. The restoration is based on an Expectation-Maximization algorithm, which applies a deconvolution step and a denoising step iteratively. A practical implementation scheme is presented. Simulation experiments are conducted for performance evaluation.