JOURNAL ARTICLE

Hierarchical Prediction and Context Adaptive Coding for Lossless Color Image Compression

Seyun KimNam Ik Cho

Year: 2014 Journal:   IEEE Transactions on Image Processing Vol: 23 (1)Pages: 445-449   Publisher: Institute of Electrical and Electronics Engineers

Abstract

This paper presents a new lossless color image compression algorithm, based on the hierarchical prediction and context-adaptive arithmetic coding. For the lossless compression of an RGB image, it is first decorrelated by a reversible color transform and then Y component is encoded by a conventional lossless grayscale image compression method. For encoding the chrominance images, we develop a hierarchical scheme that enables the use of upper, left, and lower pixels for the pixel prediction, whereas the conventional raster scan prediction methods use upper and left pixels. An appropriate context model for the prediction error is also defined and the arithmetic coding is applied to the error signal corresponding to each context. For several sets of images, it is shown that the proposed method further reduces the bit rates compared with JPEG2000 and JPEG-XR.

Keywords:
Lossless compression Artificial intelligence Arithmetic coding Lossy compression Image compression Data compression Color Cell Compression Lossless JPEG Computer vision Context-adaptive binary arithmetic coding RGB color model Computer science Adaptive coding Grayscale Color depth Mathematics Pixel JPEG Transform coding Color image Image processing Discrete cosine transform Image (mathematics)

Metrics

59
Cited By
4.82
FWCI (Field Weighted Citation Impact)
14
Refs
0.96
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Data Compression Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Algorithms and Data Compression
Physical Sciences →  Computer Science →  Artificial Intelligence
Video Coding and Compression Technologies
Physical Sciences →  Computer Science →  Signal Processing

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