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[IEEE 2019 19th International Workshop on Junction Technology (IWJT) - Kyoto, Japan (2019.6.6-2019.6.7)] 2019 19th International Workshop on Junction Technology (IWJT) - Aspects of Highly-channeled MeV Implants of Dopants in Si(100)

DOI:10.23919/iwjt.2019.8802900 出版年份:2019 更新时间:2025-09-23 15:19:57
摘要: Low-dose CT (LDCT) images tend to be degraded by excessive mottle noise and steak artifacts. In this paper, we proposed a novel fractional-order differentiation model that can be applied to LDCT image processing as a post-processing technique. The anisotropic diffusion model (proposed by Perona and Malik, i.e., PM model) has good performance in flat regions, total variation (TV) model works better in edge preservation, and fractional-order differentiation models can mitigate block effect while preserving fine details and more structure. The proposed model is based on the weighted combinations of the fractional-order PM model and the fractional-order TV model, which maintains the advantages of PM model, TV model, and fractional-order differentiation models. Moreover, the local intensity variance was added to both weighted coefficient and diffusion coefficient of the proposed model to properly preserve edges and details. A variety of simulated phantom data, including the Shepp–Logan head phantom, the pelvis phantom, and the actual thoracic phantom, were used for experimental validation. The results of numerical simulation and clinical data experiments demonstrate that the proposed approach has a better performance in both noise suppression and detail preservation, when compared with several other existing methods.
作者: YANLING WANG,YANLING SHAO,ZHIGUO GUI,QUAN ZHANG,LINHONG YAO,YI LIU
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Investigating the therapeutic effects of a specific herbal medicine on a particular disease.

The experimental results show that compared with other denoising algorithms (TV, PMTV, FTV), the proposed FPMTV method achieves superior performance in terms of both noise suppression and edges preservation in LDCT images.

The computational cost should be mentioned here. Fractional-order differentiation methods suffer from heavy computational burden because many more pixels are needed by the computation of fractional-order PDEs than that of integral-order PDEs. The FPMTV has the same computational complexity as FTV. However, the computational cost of FPMTV was greatly reduced by cutting down on the number of iterations in our study.

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