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Implicitly Selected Transform for AVS3
Summary
This study enhances video coding by optimizing the Implicitly Selected Transform (IST) using a novel parity adjustment scheme. The improved IST method reduces data redundancy and coding overhead, achieving significant bitrate savings in the AVS3 standard.
Area of Science:
- Digital video compression
- Information theory
- Signal processing
Background:
- Transform coding is vital for video compression by reducing data redundancy.
- Multiple transform cores improve coding efficiency but incur overhead for signaling transform types.
- Implicitly Selected Transform (IST) offers a potential solution to reduce this overhead.
Purpose of the Study:
- To investigate the statistical properties of transform coefficients for improved video coding.
- To propose an efficient IST method that minimizes signaling overhead.
- To enhance the performance of the AVS3 video coding standard.
Main Methods:
- Statistical analysis of transform coefficients.
- Development of a parity adjustment scheme for IST.
- Integration with rate-distortion optimization (RDO) quantization.
- Proposal of size-based and number-based IST combination methods.
- Application of a restriction region to reduce computational complexity.
Main Results:
- Theoretical analysis confirms the superiority of implicit signaling over explicit methods for IST.
- The proposed parity adjustment scheme with RDO achieves significant BD-Rate savings (1.76% AI, 0.76% RA on average).
- The method demonstrates better coding gain compared to explicit signaling methods.
- Negligible impact on decoding time was observed.
- The proposed method was adopted into the AVS3 video coding standard.
Conclusions:
- The developed parity adjustment scheme for IST is effective in reducing video coding redundancy and overhead.
- The optimized IST approach provides superior coding performance and efficiency.
- The method's successful integration into AVS3 validates its practical applicability and effectiveness.
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