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Acceleration of image reconstruction in 3D ultrasound computer tomography: An evaluation of CPU, GPU and FPGA computing
- Source :
- DASIP
- Publication Year :
- 2011
- Publisher :
- IEEE, 2011.
-
Abstract
- As today's standard screening methods frequently fail to diagnose breast cancer before metastases have developed, earlier breast cancer diagnosis is still a major challenge. Three-dimensional ultrasound computer tomography promises high-quality images of the breast, but is currently limited by a time-consuming synthetic aperture focusing technique based image reconstruction. In this work, we investigate the acceleration of the image reconstruction by a GPU, and by the FPGAs embedded in our custom data acquisition system. We compare the obtained performance results with a recent multi-core CPU and show that both platforms are able to accelerate processing. The GPU reaches the highest performance. Furthermore, we draw conclusions in terms of applicability of the accelerated reconstructions in future clinical application and highlight general principles for speed-up on GPUs and FPGAs.
- Subjects :
- medicine.diagnostic_test
business.industry
Computer science
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Iterative reconstruction
Acceleration
Data acquisition
Medical imaging
medicine
Synthetic aperture focusing
3D ultrasound
Tomography
business
Field-programmable gate array
Computer hardware
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Proceedings of the 2011 Conference on Design & Architectures for Signal & Image Processing (DASIP)
- Accession number :
- edsair.doi...........ebc27ea48dc75081d0b45fe6e9a8a871
- Full Text :
- https://doi.org/10.1109/dasip.2011.6136856