Literature DB >> 31007839

THE FOURIER RADIAL ERROR SPECTRUM PLOT: A MORE NUANCED QUANTITATIVE EVALUATION OF IMAGE RECONSTRUCTION QUALITY.

Tae Hyung Kim1, Justin P Haldar1.   

Abstract

In the modern biomedical image reconstruction literature, the quality of a reconstructed image is often numerically quantified using scalar error measures such as mean-squared error or the structural similarity index. While such measures provide a rough summary of image quality, they also suffer from well-known limitations. For example, a substantial amount of information is necessarily lost whenever the characteristics of a high-dimensional image are summarized by a single number. In this work, we introduce the Fourier radial Error Spectrum Plot (ESP), which provides a novel and more nuanced assessment of error by decomposing the error into its different spatial frequency components. The usefulness of ESP is illustrated in the context of MRI reconstruction from under-sampled data. In addition, we demonstrate that the extra dimension of insight provided by ESP can be used to improve the performance of existing image reconstruction techniques.

Keywords:  Image quality assessment; constrained MRI; image reconstruction

Year:  2018        PMID: 31007839      PMCID: PMC6472927          DOI: 10.1109/ISBI.2018.8363523

Source DB:  PubMed          Journal:  Proc IEEE Int Symp Biomed Imaging        ISSN: 1945-7928


  3 in total

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Authors:  Justin P Haldar; Daeun Kim
Journal:  IEEE Trans Med Imaging       Date:  2019-02-01       Impact factor: 10.048

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Authors:  Chin-Cheng Chan; Justin P Haldar
Journal:  Magn Reson Med       Date:  2021-06-03       Impact factor: 3.737

3.  Robust autocalibrated structured low-rank EPI ghost correction.

Authors:  Rodrigo A Lobos; W Scott Hoge; Ahsan Javed; Congyu Liao; Kawin Setsompop; Krishna S Nayak; Justin P Haldar
Journal:  Magn Reson Med       Date:  2020-12-17       Impact factor: 3.737

  3 in total

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