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Alumni
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Dr. Hyung-Joon Kim
Texas Instruments |
| Low-complexity Mode Selection for Rate-Distortion Optimal Video Coding
Abstract:
The primary objective of this thesis is to provide a low-complexity rate-distortion
optimal coding mode selection method in digital video encoding. To achieve optimal
compression
efficiency in the rate-distortion framework with low computational complexity, we
first propose a rate-distortion model and then apply it to the coding mode selection
problem.
The computational complexity of the proposed method is very low compared to overall
encoder complexity because the proposed method uses simple image properties such as
variance
that can be obtained easily. Also, the proposed method gives significant PSNR gains
over the mode selection scheme used in TM5 for MPEG-2 because the rate-distortion
model
considers rate constraints of each mode as well as distortion. We extend the
model-based
mode selection approach to motion vector selection for further improvement of the
coding
efficiency.
In addition to our theoretical work, we present practical solutions to real-time
implementation
of encoder modules including our proposed mode selection method on digital
signal processors. First, we investigate the features provided by most of the recent
digital
signal processors, for example, hierarchical memory structure and efficient data
transfer
between on-chip and off-chip memory, and then present practical approaches for
real-time
implementation of a video encoder system with efficient use of the features.
Download: The thesis is available
here.
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