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Published on: October 13, 2023
3-D scalable medical image compression with optimized volume of interest coding
Victor Sanchez1, Rafeef Abugharbieh, Panos Nasiopoulos
1Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, BC V6T1Z4, Canada. victors@ece.ubc.ca
This study introduces a new 3-D scalable compression method for medical images, optimizing volume of interest (VOI) coding for telemedicine. The technique enhances reconstruction quality for VOIs in 3-D medical imaging data.
Area of Science:
- Medical Imaging
- Image Compression
- Telemedicine
Background:
- Interactive telemedicine requires efficient transmission of 3-D medical imaging data.
- Remote clients need to access specific regions of interest (VOIs) with varying quality levels.
Purpose of the Study:
- To develop a novel 3-D scalable compression method for medical images with optimized VOI coding.
- To improve the quality of VOI reconstruction in 3-D medical imaging for telemedicine applications.
Main Methods:
- Utilized the 3-D integer wavelet transform and a modified EBCOT algorithm with 3-D contexts.
- Implemented a bit-stream reordering technique based on a weighting model for optimized VOI coding.
- Incorporated peripheral quality enhancement for background information surrounding the VOI.
Main Results:
- The proposed method achieved higher peak signal-to-noise ratio (PSNR) compared to 3D-JPEG2000 with VOI coding.
- Demonstrated superior reconstruction quality for VOIs in 3-D medical imaging data.
- Enabled prioritized decoding of VOI data at any bit-rate.
Conclusions:
- The novel 3-D scalable compression method offers enhanced performance for VOI coding in medical imaging.
- The technique is well-suited for interactive telemedicine, providing efficient and high-quality data access.
- Optimized VOI coding significantly improves the utility of 3-D medical image compression.
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