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Interframe coding of magnetic resonance images
A Nosratinia1, N Mohsenian, M T Orchard
1Beckman Inst., Illinois Univ., Urbana, IL.
This study introduces an advanced interframe coding method for magnetic resonance (MR) images. It overcomes previous limitations by using a novel estimation model and median filtering to effectively reduce noise and improve image compression.
Area of Science:
- Medical Imaging
- Image Compression
- Signal Processing
Background:
- Interframe coding for medical images, especially magnetic resonance (MR) images, has faced challenges due to unsuitable estimation models and inherent MR noise.
- Previous attempts to leverage interframe redundancies in MR image coding have been largely unsuccessful.
Purpose of the Study:
- To develop a novel interframe coding method for MR images that addresses the limitations of existing techniques.
- To improve the efficiency and effectiveness of MR image compression for medical applications.
Main Methods:
- A continuous affine mapping model, optimized by deforming triangles, is employed for interframe estimation.
- A median filter is integrated within the estimation loop to mitigate the effects of inherent magnetic resonance imaging (MRI) noise.
- Residue frames are quantized using a zero-tree wavelet coder with arithmetic entropy coding.
Main Results:
- The proposed method successfully utilizes interframe redundancies in MR images, a feat not achieved by prior techniques.
- The integration of a median filter effectively handles the inherent noise in MRI data.
- The zero-tree wavelet coder with arithmetic entropy coding enables progressive transmission of quantized residue frames.
Conclusions:
- The developed interframe coding method offers a significant advancement in MR image compression.
- The technique's ability to handle noise and support progressive transmission makes it highly attractive for medical imaging applications.
- This approach enhances the efficiency of storing and transmitting medical images, potentially improving diagnostic workflows.
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