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L 1-norm-based differential phase-contrast computerized tomography reconstruction algorithm with sparse angular resolution

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Indexed by:期刊论文

Date of Publication:2012-03-01

Journal:Guangxue Xuebao/Acta Optica Sinica

Included Journals:EI、PKU、ISTIC、Scopus

Volume:32

Issue:3

ISSN No.:02532239

Abstract:Differential phase contrast computerized tomography (DPC-CT) is a novel X-ray inspection method. However, DPC-CT usually requires several sampling attempts, which will inevitablly introduce unacceptabe long exposure time and huge X-ray doses. Sparse angular algorithms show significant advantage in reducing the exposure time and X-ray doses. Thus, the study of sparse angular DPC-CT is particularly important. After analyzing the characteristics of the DPC-CT, we introduce the compressive sensing theory into the DPC-CT reconstruction and propose a reconstruction algorithm for DPC-CT named as ART-L 1 algorithm which fuse the L 1 constraint into the ART algorithm. The numerical simulation and experimental results show that the ART-L 1 algorithm can significantly improve the image quality of the sparse angular DPC-CT reconstructions.

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