Title :
Enhancement of JPEG coded images by adaptive spatial filtering
Author_Institution :
US West Adv. Technol., Boulder, CO, USA
Abstract :
The JPEG coder has proven to be extremely useful in coding image data. For low bit-rate image coding (0.75 bit or less per pixel), however, the block effect becomes very annoying. The edges also display `wave-like´ appearance. An enhancement algorithm is proposed to enhance the subjective quality of the reconstructed images. First, the pixels of the coded image are classified into three broad categories: (a) pixels belonging to quasi-constant regions where the pixel intensity values vary slowly, (b) pixels belonging to dominant-edge (DE) regions which are characterized by few sharp and dominant edges and (c) pixels belonging to textured regions which are characterized by many small edges and thin-line signals. An adaptive mixture of some well-known spatial filters which uses the pixel labeling information for its adaptation is used as the adaptive optimal spatial filter for image enhancement. Some experimental results are also provided to demonstrate the success of the proposed scheme
Keywords :
adaptive filters; adaptive signal processing; filtering theory; image classification; image coding; image enhancement; image reconstruction; image segmentation; image texture; spatial filters; JPEG coded images; adaptive optimal spatial filter; adaptive spatial filtering; block effect; dominant edge regions; experimental results; image classification; image enhancement algorithm; image reconstruction; low bit rate image coding; pixel intensity values; pixel labeling information; quasiconstant regions; spatial filters; subjective image quality; textured regions; thin line signals; Adaptive filters; Displays; Filtering; Image coding; Image edge detection; Labeling; Pixel; Smoothing methods; Spatial filters; Visual perception;
Conference_Titel :
Image Processing, 1995. Proceedings., International Conference on
Conference_Location :
Washington, DC
Print_ISBN :
0-8186-7310-9
DOI :
10.1109/ICIP.1995.529577