Abstract
Purpose: Total variation (TV) method has been used widely for image restoration and reconstruction. In this work, we propose a TV-based algorithm for parametric image generation in intravoxel incoherent motion (IVIM) diffusion-weighted magnetic resonance imaging (DW-MRI). Methods: We used simulated and real data to investigate whether the proposed TV-based method can provide reliable parametric images. Parametric images of IVIM parameters including perfusion fraction (PF), diffusion coefficient (D), and pseudo-diffusion coefficient (D*) were estimated using DW-MRI data and TV through fitting the IVIM model. The Levenberg-Marquardt (LM) method, which has often been used in the context of IVIM analysis, was employed as the standard method for comparison of the resulting parametric images. Results: The simulation results show that the proposed method outperforms the LM algorithm in terms of precision, providing a 40–81%, 90–93%, and 68–84% improvement for PF, D and D*, respectively, at signal-to-noise ratio (SNR) of 30. For real data, the proposed method showed an average five-fold, three-fold, and four-fold improvement in the SNR for PF, D and D*, respectively. Conclusion: We introduced the use of TV to produce parametric images, and demonstrated that the proposed TV-based method is effective in improving the parametric image quality. Magn Reson Med 78:1383–1391, 2017.
Original language | English |
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Pages (from-to) | 1383-1391 |
Number of pages | 9 |
Journal | Magnetic Resonance in Medicine |
Volume | 78 |
Issue number | 4 |
DOIs | |
State | Published - 10 2017 |
Externally published | Yes |
Bibliographical note
Publisher Copyright:© 2016 International Society for Magnetic Resonance in Medicine.
Keywords
- diffusion-weighted imaging
- intravoxel incoherent motion
- total variation