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Sci-Sat AM(1): Imaging-07: Open field normalization: How to avoid inflation to MTF and DQE values caused by
S N Friedman1, I A Cunningham1,2
1Robarts Research Institute and The University of Western Ontario.
Medical Physics
|May 18, 2017
Summary
A new open-field normalization technique accurately calculates detective quantum efficiency (DQE) by preventing errors from zero-frequency normalization of the modulation transfer function (MTF). This method avoids inflating DQE values, ensuring more reliable imaging system performance assessments.
Area of Science:
- Medical Imaging Physics
- Image Quality Assessment
Background:
- Accurate calculation of imaging system performance metrics like detective quantum efficiency (DQE) is crucial.
- Traditional methods using zero-frequency normalization of the modulation transfer function (MTF) can introduce significant errors.
- These errors arise from using a finite region of interest (ROI) in image data analysis.
Purpose of the Study:
- To introduce and validate a novel open-field normalization technique for MTF calculation.
- To demonstrate how this technique prevents common DQE calculation errors.
- To address the inaccuracies caused by zero-frequency normalization in DQE assessments.
Main Methods:
- Modeled zero-frequency and open-field normalization techniques.
- Derived measured MTF, noise power spectrum (NPS), and DQE using simulated 1D images with Gaussian blur.
- Utilized varying ROI sizes (1-10 cm) for comparative analysis.
Main Results:
- Finite ROIs cause MTF truncation and spectral leakage in MTF and NPS.
- Zero-frequency normalization inflates MTF values and consequently DQE.
- Simulated DQE inflation was 6% for a 10 cm ROI, increasing with smaller ROIs.
- Open-field normalization accurately determined MTF and NPS values.
Conclusions:
- Open-field normalization provides accurate MTF and DQE estimates.
- This method effectively avoids a common, non-obvious error inflating DQE by 5-20%.
- Adoption of open-field normalization is recommended for precise DQE calculations.
Keywords:
Modulation transfer functions
