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3D digital breast tomosynthesis image reconstruction using anisotropic total variation minimization
- Source :
- EMBC
- Publication Year :
- 2015
-
Abstract
- This paper presents a compressed sensing based reconstruction method for 3D digital breast tomosynthesis (DBT) imaging. Algebraic reconstruction technique (ART) has been in use in DBT imaging by minimizing the isotropic total variation (TV) of the reconstructed image. The resolution in DBT differs in sagittal and axial directions which should be encountered during the TV minimization. In this study we develop a 3D anisotropic TV (ATV) minimization by considering the different resolutions in different directions. A customized 3D Shepp-logan phantom was generated to mimic a real DBT image by considering the overlapping tissue and directional resolution issues. Results of the ART, ART+3D TV and ART+3D ATV are compared using structural similarity (SSIM) diagram.
- Subjects :
- Algebraic Reconstruction Technique
business.industry
Phantoms, Imaging
Resolution (electron density)
Iterative reconstruction
Sagittal plane
Imaging phantom
medicine.anatomical_structure
Compressed sensing
Imaging, Three-Dimensional
medicine
Anisotropy
Humans
Radiographic Image Interpretation, Computer-Assisted
Computer vision
Female
Artificial intelligence
Minification
business
Mammary Glands, Human
Tomography, X-Ray Computed
Algorithms
Mathematics
Mammography
Subjects
Details
- ISSN :
- 26940604
- Volume :
- 2014
- Database :
- OpenAIRE
- Journal :
- Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
- Accession number :
- edsair.doi.dedup.....a4f1c8a34b2ad95360dbdf1c575f6972