A method, apparatus, and article of manufacture for deriving and using non-linearly adapted lapped transforms (NALTs) In one embodiment, the method comprises receiving parameters of a statistical fit between local statistics of original and processed frame data, determining adaptation parameters for application of an inverse lapped transform to frame data, and filtering the frame data in response to filtering adaptation parameters.