Measuring and correcting wobble in large-scale transmission radiography
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Published on: July 2, 2021
Thomas W Rogers1,2, James Ollier3, Edward J Morton4
1Department of Computer Science, University College London, London, UK.
Background:
Large-scale transmission radiography scanners are used to image vehicles and cargo containers. Acquired images are inspected for threats by a human operator or a computer algorithm. To make accurate detections, it is important that image values are precise. However, due to the scale (∼5 m tall) of such systems, they can be mechanically unstable, causing the imaging array to wobble during a scan. This leads to an effective loss of precision in the captured image.
Objective:
We consider the measurement of wobble and amelioration of the consequent loss of image precision.
Methods:
Following our previous work, we use Beam Position Detectors (BPDs) to measure the cross-sectional profile of the X-ray beam, allowing for estimation, and thus correction, of wobble. We propose: (i) a model of image formation with a wobbling detector array; (ii) a method of wobble correction derived from this model; (iii) methods for calibrating sensor sensitivities and relative offsets; (iv) a Random Regression Forest based method for instantaneous estimation of detector wobble; and (v) using these estimates to apply corrections to captured images of difficult scenes.
Results:
We show that these methods are able to correct for 87% of image error due wobble, and when applied to difficult images, a significant visible improvement in the intensity-windowed image quality is observed.
Conclusions:
The method improves the precision of wobble affected images, which should help improve detection of threats and the identification of different materials in the image.
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