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

机译:快速兔:高度优化的GPU加速锥形梁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)已广泛采用医学成像界。 GPU的并行SIMD性质对许多重建算法完美地映射。因此,并行化常见的重建算法(例如FDK反冲)相对简单地相对简单。这意味着显着的性能改进必须来自仔细的内存优化,利用ASIC和一些其他诀窍来提高指令吞吐量。我们提供了使用Rabbitct DataSet来优化以优化以前的工作的优化,以优化GPU加速的FDK BackProject实现。

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