在机器人CT中异步旋转的无参考校准方法
Xuan Zhou1,2, Yuedong Liu1,2, Cunfeng Wei1,2,3
1Beijing Engineering Research Center of Radiographic Techniques and Equipment, Institute of High Energy Physics, Chinese Academy of Science, Beijing, China.
Journal of X-ray science and technology
|July 12, 2024
概括
几何校准对于经历异步运动的机器人CT系统至关重要. 一种新的无参考方法通过纠正异步旋转来提高图像质量,提高图像保真度.
科学领域:
- 医疗成像医学成像
- 机器人技术 机器人技术 机器人技术
- 图像重建 图像的重建
背景情况:
- 机器人CT系统需要精确的几何校准才能获得最佳的图像质量.
- 机器人操纵器之间的异步引入了文物并降低了图像保真度.
研究的目的:
- 评估不同类型异步对机器人CT图像的影响.
- 为异步机器人CT系统提出和验证一种新的,无参考的校准方法.
主要方法:
- 一个简化的几何模型用于校准.
- 该方法利用网格采样和重新投影差异来指导优化.
- 进行图像和几何学的代,交替优化.
主要成果:
- 拟议的校准方法显著减少了图像工件.
- 峰值信号噪声比 (PSNR) 提高了2%,结构相似度指数 (SSIM) 提高了13.6%,在校准后.
- 在模拟实验中观察到更好的图像质量和真实性.
结论:
- 异步旋转在机器人CT重建中构成了重大挑战.
- 开发的无参考校准方法有效地纠正异步旋转,提供了可行的解决方案.
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