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Characterizing Low-cost Registration for Photographic Images to Computed Tomography
Michael E Kim1, Ho Hin Lee1, Karthik Ramadass1,2
1Vanderbilt University, Department of Computer Science, Nashville, TN USA.
Proceedings of Spie--The International Society for Optical Engineering
|September 2, 2024
Summary
This study introduces a cost-effective method for 3D mapping by comparing a commercial 3D camera and smartphone imaging for medical scans. This approach aids in linking physical environments to medical imaging data, crucial for applications like image-guided surgery.
Area of Science:
- Medical Imaging
- Computer Vision
- 3D Reconstruction
Background:
- Accurate mapping of photographic images to volumetric medical scans (e.g., CT) is vital for image-guided surgery and linking physical spaces.
- Current mapping methods are often computationally intensive or require specialized hardware, limiting their accessibility for general 3D mapping of bulk specimens.
Purpose of the Study:
- To evaluate a cost-effective solution for 3D mapping of bulk specimens in histological processing.
- To compare the integration of a commercial 3D camera and smartphone imaging within a surface registration pipeline for medical imaging applications.
Main Methods:
- Utilized surgical implants and a phantom (chuck-eye steak) for testing.
- Acquired 3D CT reconstructions and photographic images from a Canfield H1 camera and an iPhone 14 Pro.
- Performed surface reconstruction using commercial tools and Neural Radiance Fields (NeRF), followed by Iterative Closest Point (ICP) registration.
Main Results:
- Registration of Canfield camera surfaces yielded landmark distance errors of 1.747, 3.932, and 1.692 mm.
- Registration of iPhone 14 Pro surfaces resulted in errors of 1.222, 2.061, and 5.155 mm.
- Demonstrated that photographic imaging before tissue sectioning offers a low-cost method for correlating histological samples with 3D anatomical data.
Conclusions:
- Both commercial 3D cameras and smartphones can be effectively integrated into surface registration pipelines for 3D mapping.
- Smartphone imaging presents a viable, low-cost alternative for establishing correspondence between histological samples and 3D anatomical data, enhancing accessibility in research and clinical settings.
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