Title :
On the use of color appearance modeling for efficient compressed-domain image enhancement
Author :
Chatzigiorgaki, Maria ; Skodras, Athanassios N.
Author_Institution :
Sch. of Sci. & Technol., Hellenic Open Univ., Patras, Greece
Abstract :
In this paper we propose a compressed-domain image enhancement algorithm based on color appearance modeling. We aim at providing an efficient high-quality JPEG color image enhancement algorithm, in terms of color boosting and low computational cost. For that purpose, the high-performance recently proposed iCAM06 model has been adopted, where a wide range of color appearance phenomena are predicted in an efficient manner. In order to reduce the computational complexity, a pseudo-pixel extraction algorithm is applied to the four low-frequency DCT coefficients of each block, resulting in a scaled RGB version of the input image (directly in the DCT domain), where the iCAM06 model is then applied. To cope with the problem of inadequate information of small-sized images, as only 6.25% of the DCT coefficients are used, a 2-fold upsampling is performed at a preprocessing stage. The proposed algorithm outperforms relevant methods, as it is validated by the comparative results.
Keywords :
computational complexity; discrete cosine transforms; feature extraction; image coding; image colour analysis; image enhancement; DCT coefficients; JPEG color image enhancement algorithm; color appearance modeling; color boosting; compressed-domain image enhancement; computational complexity; pseudo-pixel extraction algorithm; Boosting; Color; Computational complexity; Computational efficiency; Data mining; Discrete cosine transforms; Image coding; Image enhancement; Predictive models; Transform coding; Compressed-domain enhancement; DCT; JPEG; color appearance modeling; image resizing; quality metrics;
Conference_Titel :
Image Processing (ICIP), 2009 16th IEEE International Conference on
Conference_Location :
Cairo
Print_ISBN :
978-1-4244-5653-6
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2009.5413744