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Image coding using depth blurring for aesthetically acceptable distortion.
Timothy Popkin1, Andrea Cavallaro, David Hands
1School of Electronic Engineering and Computer Science, Queen Mary University of London, London, UK. timothy.popkin@eecs.qmul.ac.uk
We developed depth-based blurring, a new image prefiltering technique, to improve bitrate reduction. This method mimics natural camera effects, outperforming existing foveation filtering approaches for clearer, compressed images.
Area of Science:
- Computer Vision
- Image Processing
- Digital Signal Processing
Background:
- Image compression techniques are crucial for efficient data transmission and storage.
- Reducing bitrate often leads to visual artifacts and loss of image quality.
- Space-variant prefiltering methods, like foveation filtering, aim to minimize perceived distortion during compression.
Purpose of the Study:
- To introduce a novel depth-based blurring prefiltering technique for image coding.
- To enhance aesthetic quality during bitrate reduction.
- To address the challenge of intensity leakage at object boundaries in space-variant blurring.
Main Methods:
- Developed a depth-based blurring algorithm that mimics camera depth-of-field effects.
- Introduced a selective blurring algorithm to simulate natural occlusion effects and prevent intensity leakage.
- Algorithm designed to handle variable blurring and occlusion levels.
Main Results:
- The proposed depth-based blurring effectively reduces high-frequency components.
- Selective blurring successfully mitigates intensity leakage at object boundaries.
- Subjective experiments demonstrated superior performance compared to foveation filtering for bitrate reduction.
Conclusions:
- Depth-based blurring offers an aesthetically superior approach to image compression.
- The selective blurring component effectively handles complex visual scenarios.
- This technique presents a promising alternative to current space-variant prefiltering methods.
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