Overcompleteness due to overlapping. After processing all , the produced local block-estimates , form, in general, an overcomplete representation of the estimated image due to an overlap between them.
Final estimate. The estimate of the true image is computed as a weighted average of the overlapping local block-estimates
where is the characteristic function of the square support of a block located at .