Title :
Adaptive image coding with perceptual distortion control
Author :
Höntsch, Ingo ; Karam, Lina J.
Author_Institution :
Inst. fur Rundfunktechnik, Munich, Germany
fDate :
3/1/2002 12:00:00 AM
Abstract :
This paper presents a discrete cosine transform (DCT)-based locally adaptive perceptual image coder, which discriminates between image components based on their perceptual relevance for achieving increased performance in terms of quality and bit rate. The new coder uses a locally adaptive perceptual quantization scheme based on a tractable perceptual distortion metric. Our strategy is to exploit human visual masking properties by deriving visual masking thresholds in a locally adaptive fashion. The derived masking thresholds are used in controlling the quantization stage by adapting the quantizer reconstruction levels in order to meet the desired target perceptual distortion. The proposed coding scheme is flexible in that it can be easily extended to work with any subband-based decomposition in addition to block-based transform methods. Compared to existing perceptual coding methods, the proposed perceptual coding method exhibits superior performance in terms of bit rate and distortion control. Coding results are presented to illustrate the performance of the presented coding scheme
Keywords :
adaptive codes; data compression; discrete cosine transforms; image coding; image reconstruction; quantisation (signal); transform coding; visual perception; DCT; adaptive image coding; bit rate; block-based transform methods; discrete cosine transform; distortion control; human visual masking properties; image coding; image components; image quality; locally adaptive perceptual image coder; perceptual distortion control; perceptual distortion metric; quantizer reconstruction levels; subband-based decomposition; visual masking thresholds; Adaptive control; Bit rate; Discrete cosine transforms; Humans; Image coding; Image reconstruction; Masking threshold; Programmable control; Quantization; Rate distortion theory;
Journal_Title :
Image Processing, IEEE Transactions on