Joint scene and object tracking for cost-Effective augmented reality guided patient positioning in radiation therapy

被引:4
|
作者
Sarmadi, Hamid [2 ]
Munoz-Salinas, Rafael [1 ,2 ]
Alvaro Berbis, M. [3 ]
Luna, Antonio [4 ]
Medina-Carnicer, R. [1 ,2 ]
机构
[1] Cordoba Univ, Comp & Numer Anal Dept, Edificio Einstein,Campus Rabanales, Cordoba 14071, Spain
[2] Inst Maimonides Invest Biomed IMIBIC, Ave Menendez Pidal S-N, Cordoba 14004, Spain
[3] Hosp San Juan Dios, HT Med, Avda Brillante 106, Cordoba 14012, Spain
[4] Clin Nieves, HT Med, Carmelo Torres 2, Jaen 23007, Spain
关键词
Patient positioning; Augmented reality; Aruco markers; Generalized ICP; Marker mapper; Surface guided radiation therapy (SGRT); MIXED REALITY; 3D; RECONSTRUCTION; CAMERA; CT;
D O I
10.1016/j.cmpb.2021.106296
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Background and Objective: The research is done in the field of Augmented Reality (AR) for patient positioning in radiation therapy is scarce. We propose an efficient and cost-effective algorithm for tracking the scene and the patient to interactively assist the patient's positioning process by providing visual feedback to the operator. Up to our knowledge, this is the first framework that can be employed for mobile interactive AR to guide patient positioning. Methods: We propose a pointcloud processing method that, combined with a fiducial marker-mapper algorithm and the generalized ICP algorithm, tracks the patient and the camera precisely and efficiently only using the CPU unit. The 3D reference model and body marker map alignment is calculated employing an efficient body reconstruction algorithm. Results: Our quantitative evaluation shows that the proposed method achieves a translational and rotational error of 4.17 mm/0.82 degrees at 9 fps. Furthermore, the qualitative results demonstrate the usefulness of our algorithm in patient positioning on different human subjects. Conclusion: Since our algorithm achieves a relatively high frame rate and accuracy employing a regular laptop (without a dedicated GPU), it is a very cost-effective AR-based patient positioning method. It also opens the way for other researchers by introducing a framework that could be improved upon for better mobile interactive AR patient positioning solutions in the future. (C) 2021 Elsevier B.V. All rights reserved.
引用
收藏
页数:12
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