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Enhancing Single-Plane Fluoroscopy: A Self-Calibrating Bundle Adjustment for Distortion Modeling
Jackson Cooper1, Jacky C K Chow2, Derek Lichti1
1Department of Geomatics Engineering, University of Calgary, Calgary, AB T2N 1N4, Canada.
Diagnostics (Basel, Switzerland)
|March 13, 2024
Summary
This study introduces a self-calibrating bundle adjustment to correct geometric distortions in single-plane fluoroscopy. This method significantly improves image accuracy for medical diagnostics and surgical navigation.
Area of Science:
- Medical Imaging
- Geometric Calibration
- Image Processing
Background:
- Single-plane fluoroscopy systems are widely used clinically.
- These systems are prone to geometric distortions from components, assembly, and magnetic fields.
- Accurate geometric calibration is crucial for reliable quantitative analysis and diagnostics.
Purpose of the Study:
- To investigate a self-calibrating bundle adjustment for correcting geometric distortions in fluoroscopic imaging.
- To assess the impact of calibrated imagery on diaphragmatic motion analysis and hemidiaphragm paralysis diagnosis.
- To explore the potential of calibrated imagery in surgical navigation.
Main Methods:
- A controlled experiment using three Philips Easy Diagnost R/F Systems.
- Collection of a highly redundant image network (18-22 images) of a target field with 121 pre-surveyed tantalum beads.
- Application of bundle adjustment to estimate distortion coefficients and calibrate imagery.
Main Results:
- The modeling process estimated five to eight distortion coefficients per system.
- An 83-85% improvement in image point precision (model fit) was achieved.
- An 85-95% improvement in 3D object reconstruction accuracy was observed after calibration.
Conclusions:
- The self-calibrating bundle adjustment effectively corrects geometric distortions in single-plane fluoroscopy.
- This calibration enhances the accuracy and reliability of fluoroscopic imaging.
- Improved imaging quality has significant potential for medical diagnostics, treatment, and surgical navigation.
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