Abhijit Singh

Learning Weighted Least Squares Data Term for Poisson Image Deconvolution

Weighted least squares are often used to approximate log-likelihoods when solving inverse problems involving non-Gaussian noise as they are more appealing from an optimization perspective. Although a theoretical expression of the weights can be derived for specific noises, this may become intractabl…