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Rapid rabbit: Highly optimized GPU accelerated cone-beam CT reconstruction

机译:快速兔子:高度优化的GPU加速锥束CT重建

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Graphical processing units (GPUs) have become widely adopted in the medical imaging community. The parallel SIMD nature of GPUs maps perfectly to many reconstruction algorithms. Because of this, it is relatively straightforward to parallelize common reconstruction algorithms (e.g. FDK backprojection). This means that significant performance improvements must come from careful memory optimizations, exploiting ASICs and a few other tricks to boost instruction throughput. We present optimizations that build off of previous work to optimize a GPU accelerated FDK backprojection implementation using the RabbitCT dataset.
机译:图形处理单元(GPU)已在医学成像社区中被广泛采用。 GPU的并行SIMD性质完美地映射到许多重建算法。因此,并行化常见的重建算法(例如FDK反投影)相对简单。这意味着必须通过仔细的内存优化,利用ASIC和其他一些技巧来提高指令吞吐量来显着提高性能。我们提供的优化工作是基于先前的工作,使用RabbitCT数据集来优化GPU加速的FDK反投影实现。

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