Continuous Optimization for Fields of Experts Denoising Works
  Several recent papers use image denoising with a Fields of Experts prior to benchmark discrete optimization methods. We show that a non-linear least squares solver significantly outperforms all known discrete methods on this problem. 
Petter Strandmark and Sameer Agarwal
cs.CV