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Improved MPEG-4 still texture image coding under noisy environment.
Tommy C L Chan1, Tai-Chiu Hsung, Daniel Pak-Kong Lun
1Dept. of Electron. and Inf. Eng., Hong Kong Polytech. Univ., China. tommy@eie.polyu.edu.hk
Summary
Compressing noisy images with the MPEG-4 still texture codec can yield an optimal peak-signal-to-noise ratio (PSNR) but introduces artifacts. A novel adaptive thresholding technique improves visual quality and PSNR for noisy image compression.
Area of Science:
- Digital Image Processing
- Video Compression Standards
- Signal Processing
Background:
- MPEG-4 still texture image codec performance with noisy images is not well understood.
- Compression artifacts, particularly the
- cross
- shape, degrade visual quality in noisy image compression.
- Existing methods may not effectively balance compression rate and image fidelity for noisy content.
Purpose of the Study:
- Analyze the causes of optimal operating points and
- cross
- artifacts in MPEG-4 compression of noisy images.
- Propose an adaptive thresholding technique to mitigate these artifacts.
- Evaluate the effectiveness of the proposed technique in improving visual quality and peak-signal-to-noise ratio (PSNR).
Main Methods:
- Analysis of MPEG-4 still texture image codec behavior with noisy input data.
- Development of an adaptive thresholding algorithm integrated into the MPEG-4 quantization process.
- Analytical study for threshold value selection and validation.
- Comparative evaluation of the proposed method against the traditional MPEG-4 codec.
Main Results:
- Identified an optimal operating point for peak-signal-to-noise ratio (PSNR) in low bit rate regions for noisy images.
- Characterized the
- cross
- shape artifact as a significant visual degradation issue.
- Demonstrated substantial improvements in visual quality and PSNR using the proposed adaptive thresholding technique.
- Confirmed that the decoder remains unchanged, simplifying implementation.
Conclusions:
- The proposed adaptive thresholding technique effectively removes
- cross
- artifacts and enhances image quality for noisy images compressed with MPEG-4.
- The method offers a practical solution with minimal modification to the encoder.
- This approach significantly improves upon the performance of the traditional MPEG-4 still texture image codec for noisy image coding.
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