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ACCELERATING 3D NON-RIGID REGISTRATION USING GRAPHICS HARDWARE

机译:使用图形硬件加速3D非刚性配准

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摘要

There is an increasing need for real-time implementation of 3D image analysis processes, especially in the context of image-guided surgery. Among the various image analysis tasks, non-rigid image registration is particularly needed and is also computationally prohibitive. This paper presents a GPU (Graphical Processing Unit) implementation of the popular Demons algorithm using a Gaussian recursive filtering. Acceleration of the classical method is mainly achieved by a new filtering scheme on GPU which could be reused in or extended to other applications and denotes a significant contribution to the GPU-based image processing domain. This implementation was able to perform a non-rigid registration of 3D MR volumes in less than one minute, which corresponds to an acceleration factor of 10 compared to the corresponding CPU implementation. This demonstrated the usefulness of such method in an intra-operative context.
机译:越来越需要实时实施3D图像分析过程,尤其是在图像引导手术的情况下。在各种图像分析任务中,特别需要非刚性图像配准,并且在计算上也是禁止的。本文介绍了使用高斯递归滤波的流行恶魔算法的GPU(图形处理单元)实现。经典方法的加速主要是通过一种新的GPU过滤方案来实现的,该方案可以在其他应用程序中重用或扩展到其他应用程序,这对基于GPU的图像处理领域做出了重大贡献。该实现能够在不到一分钟的时间内执行3D MR量的非刚性配准,与相应的CPU实现相比,这相当于10的加速因子。这证明了这种方法在术中的有用性。

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