JOURNAL ARTICLE

Projection-based time-varying subband image coding

Abstract

A novel time-varying subband transform with projection-based reconstruction and its application in image coding are introduced. At each time instance (block), the transform to be applied is chosen from a given set of orthogonal subband transforms according to a certain criterion. The reconstruction from the transformed coefficients is possible by applying the theory of convex projections (POCS). We introduce convex sets for perfect reconstruction from the transformed vector. We further propose other convex sets which assure smoothness of plane regions in the decoded image. Experimental results show that the use of multiple subband transforms leads to the improvement of coding performance compared to the use of single transform.

Keywords:
Regular polygon Algorithm Projection (relational algebra) Iterative reconstruction Computer science Coding (social sciences) Transform coding Sub-band coding Mathematics Artificial intelligence Computer vision Smoothness Image (mathematics) Discrete cosine transform

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Topics

Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Data Compression Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Digital Filter Design and Implementation
Physical Sciences →  Computer Science →  Signal Processing

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