Enhancement of decompressed images at low bit rates

Transform coding at low bit rates introduces artifacts associated with the basis functions of the transform. For example, decompressed images based on the DCT (discrete cosine transform)-- like JPEG--exhibit blocking artifacts at low bit rates. This paper proposes a post-processing scheme to enhance decompressed images that is potentially applicable in several situations. In particular, the method works remarkably well in `deblocking' of DCT compressed images. The method is non-linear, computationally efficient, and spatially adaptive--and has the distinct feature that it removes artifacts while yet retaining sharp features in the images. An important implication of this result is that images coded using the JPEG standard can be efficiently post-processed to give significantly improved visual quality in the images.

[1]  Jan E. Odegard,et al.  Constrained FIR filter design for 2-band filter banks and orthonormal wavelets , 1994, Proceedings of IEEE 6th Digital Signal Processing Workshop.

[2]  D. Donoho Unconditional Bases Are Optimal Bases for Data Compression and for Statistical Estimation , 1993 .

[3]  Naoki Saito,et al.  Simultaneous noise suppression and signal compression using a library of orthonormal bases and the minimum-description-length criterion , 1994, Defense, Security, and Sensing.

[4]  David L. Donoho,et al.  De-noising by soft-thresholding , 1995, IEEE Trans. Inf. Theory.

[5]  I. Daubechies,et al.  Wavelets on the Interval and Fast Wavelet Transforms , 1993 .

[6]  Robert J. Safranek,et al.  Signal compression based on models of human perception , 1993, Proc. IEEE.

[7]  Ronald R. Coifman,et al.  Entropy-based algorithms for best basis selection , 1992, IEEE Trans. Inf. Theory.

[8]  Joan L. Mitchell,et al.  JPEG: Still Image Data Compression Standard , 1992 .

[9]  Allen Gersho,et al.  Enhancement of transform coding by nonlinear interpolation , 1991, Other Conferences.

[10]  Ramesh A. Gopinath,et al.  Design of Linear Phase Cosine Modulated Filter Banks for Subband Image Compression , 1994 .

[11]  Ramesh A. Gopinath,et al.  Wavelet based speckle reduction with application to SAR based ATD/R , 1994, Proceedings of 1st International Conference on Image Processing.

[12]  Allen Gersho,et al.  Improved decoder for transform coding with application to the JPEG baseline system , 1992, IEEE Trans. Commun..