首页 | 本学科首页   官方微博 | 高级检索  
     


FPGA-based real-time 3D image preprocessing for image-guided medical interventions
Authors:Omkar Dandekar  Carlos Castro-Pareja  Raj Shekhar
Affiliation:(1) Department of Electrical and Computer Engineering, University of Maryland, College Park, MD 20742, USA;(2) Department of Diagnostic Radiology and Nuclear Medicine, N2W78, University of Maryland, 22 S. Greene Street, Baltimore, MD 21201, USA
Abstract:Minimally invasive image-guided interventions (IGIs) are time and cost efficient, minimize unintended damage to healthy tissue, and lead to faster patient recovery. One emerging trend in IGI workflow is to use volumetric imaging modalities such as low-dose computed tomography (CT) and 3D ultrasound to provide real-time, accurate anatomical information intraoperatively. These intraoperative images, however, are often characterized by quantum (in low-dose CT) or speckle (in ultrasound) noise and must be enhanced prior to any advanced image processing. Anisotropic diffusion filtering and median filtering have been shown to be effective in enhancing and improving the visual quality of these images. However, achieving real-time performance, as required by IGIs, using software-only implementations is challenging because of the sheer size of the images and the arithmetic complexity of the filtering operations. We present a field-programmable gate array-based reconfigurable architecture for real-time preprocessing of intraoperative 3D images. The proposed architecture provides programmable kernels for 3D anisotropic diffusion filtering and 3D median filtering within the same framework. The implementation of this architecture using an Altera Stratix-II device achieved a voxel processing rate close to 200 MHz, which enables the use of these processing techniques in the IGI workflow prior to advanced operations such as segmentation, registration, and visualization.
Contact Information Raj ShekharEmail:
Keywords:Image-guided interventions  3D anisotropic diffusion  3D median filtering  Real-time image processing  Field-programmable gate array
本文献已被 SpringerLink 等数据库收录!
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号