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C-arm Pose Estimation Using a Set of Coplanar Ellipses in Correspondence
Maria S Ayad1, Junghoon Lee, Anton Deguet
1Department of Computer Science, Johns Hopkins University, Baltimore, MD, USA.
This study introduces a novel image-based fiducial for tracking C-arms during surgery. The enhanced method improves pose estimation accuracy and robustness for non-encoded C-arms in real-time surgical feedback.
Area of Science:
- Medical Imaging
- Surgical Navigation
- Computer Vision
Background:
- C-arms are vital for surgical procedures, requiring accurate pose estimation for quantitative feedback.
- Non-encoded C-arms, common in operating rooms, lack precise position data.
- Accurate C-arm tracking is essential for enhanced surgical guidance and safety.
Purpose of the Study:
- To develop an accurate and fast pose estimation method for non-encoded C-arms.
- To improve the robustness of C-arm tracking against noise in fluoroscopy imaging.
- To provide reliable quantitative feedback during surgical interventions using C-arm imaging.
Main Methods:
- Utilized an image-based fiducial comprising coplanar ellipses for C-arm tracking.
- Adapted a planar homography method with three key modifications: weighted linear system, orthonormalized rotation vectors, and constrained optimization.
- Simulated realistic X-ray imaging and performed sensitivity analyses for segmentation and calibration errors.
Main Results:
- Achieved mean tracking accuracy within 0.5 degrees and 0.9 mm.
- Demonstrated robustness to segmentation error variance up to 2 pixels squared.
- Showed resilience to calibration errors up to 1 cm, indicating practical applicability.
Conclusions:
- The proposed modified homography method enhances C-arm pose estimation accuracy and robustness.
- The technique is suitable for non-encoded C-arms, offering valuable quantitative feedback in surgery.
- The fiducial-based tracking system shows promise for improving surgical navigation and outcomes.
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