Profile-encoding reconstruction for multiple-acquisition balanced steady-state free precession imaging
Autor: | Efe Ilicak, Lutfi Kerem Senel, Erdem Biyik, Tolga Çukur |
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Rok vydání: | 2016 |
Předmět: |
Banding Artifact
Image quality Phase (waves) Steady-state free precession imaging Missing data 030218 nuclear medicine & medical imaging 03 medical and health sciences Acceleration 0302 clinical medicine Compressed sensing Precession Radiology Nuclear Medicine and imaging Algorithm 030217 neurology & neurosurgery Simulation Mathematics |
Zdroj: | Magnetic Resonance in Medicine. 78:1316-1329 |
ISSN: | 0740-3194 |
DOI: | 10.1002/mrm.26507 |
Popis: | Purpose The scan-efficiency in multiple-acquisition balanced steady-state free precession imaging can be maintained by accelerating and reconstructing each phase-cycled acquisition individually, but this strategy ignores correlated structural information among acquisitions. Here, an improved acceleration framework is proposed that jointly processes undersampled data across N phase cycles. Methods Phase-cycled imaging is cast as a profile-encoding problem, modeling each image as an artifact-free image multiplied with a distinct balanced steady-state free precession profile. A profile-encoding reconstruction (PE-SSFP) is employed to recover missing data by enforcing joint sparsity and total-variation penalties across phase cycles. PE-SSFP is compared with individual compressed-sensing and parallel-imaging (ESPIRiT) reconstructions. Results In the brain and the knee, PE-SSFP yields improved image quality compared to individual compressed-sensing and other tested methods particularly for higher N values. On average, PE-SSFP improves peak SNR by 3.8 ± 3.0 dB (mean ± s.e. across N = 2-8) and structural similarity by 1.4 ± 1.2% over individual compressed-sensing, and peak SNR by 5.6 ± 0.7 dB and structural similarity by 7.1 ± 0.5% over ESPIRiT. Conclusion PE-SSFP attains improved image quality and preservation of high-spatial-frequency information at high acceleration factors, compared to conventional reconstructions. PE-SSFP is a promising technique for scan-efficient balanced steady-state free precession imaging with improved reliability against field inhomogeneity. Magn Reson Med 78:1316-1329, 2017. © 2016 International Society for Magnetic Resonance in Medicine. |
Databáze: | OpenAIRE |
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