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Fast wavelet-based single-particle reconstruction in Cryo-EM

机译:基于小波的快速小波重构

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This paper presents a novel algorithm for the 3D tomographic inversion problem that arises in single-particle electron cryomicroscopy (Cryo-EM). It is based on two key components: 1) a variational formulation that promotes sparsity in the wavelet domain and 2) the Toeplitz structure of the combined projection/back-projection operator. The first idea has proven to be very effective for the recovery of piecewise-smooth signals, which is confirmed by our numerical experiments. The second idea allows for a computationally efficient implementation of the reconstruction procedure, using only one circulant convolution per iteration.
机译:本文提出了一种新的算法,用于解决单粒子电子低温显微术(Cryo-EM)中出现的3D层析成像反演问题。它基于两个关键成分:1)促进小波域稀疏性的变分公式; 2)组合的投影/反投影算子的Toeplitz结构。我们的数值实验证实了第一个想法对分段平滑信号的恢复非常有效。第二个想法允许在每次迭代中仅使用一个循环卷积来实现重建过程的高效计算实现。

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