Comparison of reconstruction algorithms for digital breast tomosynthesis
| Autor: | Reiser, I., Bian, J., Nishikawa, R. M., Sidky, E. Y., Pan, X. |
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| Rok vydání: | 2009 |
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| Druh dokumentu: | Working Paper |
| Popis: | Digital breast tomosynthesis (DBT) is an emerging modality for breast imaging. A typical tomosynthesis image is reconstructed from projection data acquired at a limited number of views over a limited angular range. In general, the quantitative accuracy of the image can be significantly compromised by severe artifacts and non-isotropic resolution resulting from the incomplete data. Nevertheless, it has been demonstrated that DBT may yield useful information for detection/classification tasks and thus is considered a promising breast imaging modality currently undergoing pre-clinical evaluation trials. The purpose of this work is to conduct a preliminary, but systematic, investigation and evaluation of the properties of reconstruction algorithms that have been proposed for DBT. We use a breast phantom designed for DBT evaluation to generate analytic projection data for a typical DBT configuration, which is currently undergoing pre-clinical evaluation. The reconstruction algorithms under comparison include (i) filtered backprojection (FBP), (ii) expectation maximization (EM), and (iii) TV-minimization algorithms. Results of our studies indicate that FBP reconstructed images are generally noisier and demonstrate lower in-depth resolution than those obtained through iterative reconstruction and that the TV-minimization reconstruction yield images with reduced artifacts as compared to that obtained with other algorithms under study. Comment: This article appeared in the proceedings of: The 9th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine July 9 - 13, 2007, Lindau, Germany The full proceedings are available at: http://www.fully3d.org/2007/Fully3D_HPIR_Proceedings.pdf |
| Databáze: | arXiv |
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