Title :
Modified Simultaneous Algebraic Reconstruction Technique and its Parallelization in Cryo-electron Tomography
Author :
Wan, Xiaohua ; Zhang, Fa ; Liu, Zhiyong
Author_Institution :
Inst. of Comput. Technol., Chinese Acad. of Sci., Beijing, China
Abstract :
Three-dimensional reconstruction of cryo-electron tomography (cryo-ET) has emerged as the leading technique in analyzing structures of complex pleomorphic cellulars. A classical iterative method, simultaneous algebraic reconstruction technique (SART), has been employed to reconstruct volume images in cryo-ET. However, SART starts with an arbitrary approximation and takes into account only a weighted factor when updating density value in every error-correction iterative procedure, thus limits the improvement of the reconstruction resolution. Facing these problems, we present a modified simultaneous algebraic reconstruction technique (MSART) which applies several key techniques, a back projection technique (BPT) and an adaptive adjustment of corrections. Experimental results show that MSART can improve significantly the quality of reconstruction. Additionally, in order to address the computational requirements demanded by the reconstruction of large volumes, we have presented and implanted a strategy to parallel the MSART algorithm on DAWNING 4000H cluster system, and obtained a good computational performance.
Keywords :
cellular biophysics; electron microscopy; error correction; image reconstruction; iterative methods; medical image processing; stereo image processing; tomography; 3D reconstruction; adaptive correction adjustment; back projection technique; complex pleomorphic cellular structure; cryo-electron tomography; error-correction iterative method; simultaneous algebraic reconstruction technique; volume image reconstruction; Computer science; Fault tolerant systems; Frequency synchronization; Hardware; Image storage; Protection; Prototypes; Tomography; Virtual machine monitors; Virtual machining; 3D reconstruction; cryo-electron tomography; iterative method; modified simultaneous algebraic reconstruction technique (MSART); parallel algorithm;
Conference_Titel :
Parallel and Distributed Systems (ICPADS), 2009 15th International Conference on
Conference_Location :
Shenzhen
Print_ISBN :
978-1-4244-5788-5
DOI :
10.1109/ICPADS.2009.21