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
相关论文
共 50 条
  • [21] Video directly observed therapy for treatment of tuberculosis is patient-oriented and cost-effective
    Mirsaeidi, Mehdi
    Farshidpour, Maham
    Banks-Tripp, Deborah
    Hashmi, Sarah
    Kujoth, Carrie
    Schraufnagel, Dean
    EUROPEAN RESPIRATORY JOURNAL, 2015, 46 (03) : 871 - 874
  • [22] Therapy of congestive heart failure by cardiologists is a cost-effective method of improving patient outcomes
    Reis, SE
    Holubkov, R
    McNamara, DM
    Edmundowicz, D
    Zell, KA
    Detre, KM
    Feldman, AM
    CIRCULATION, 1996, 94 (08) : 1128 - 1128
  • [23] A cost-effective decentralized vehicle remote positioning and tracking system using BeiDou Navigation Satellite System and Mobile Network
    Jingfa Wei
    Chui-Hui Chiu
    Feijiang Huang
    Junjun Zhang
    Chenglin Cai
    EURASIP Journal on Wireless Communications and Networking, 2019
  • [24] A cost-effective decentralized vehicle remote positioning and tracking system using BeiDou Navigation Satellite System and Mobile Network
    Wei, Jingfa
    Chiu, Chui-Hui
    Huang, Feijiang
    Zhang, Junjun
    Cai, Chenglin
    EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2019,
  • [25] Real-time 3D image guided patient positioning in radiation therapy
    Liu, Dezhi
    Yin, Gongjie
    Li, Shidong
    THREE-DIMENSIONAL IMAGE CAPTURE AND APPLICATIONS VII, 2006, 6056
  • [26] Cherenkov Video for Patient Positioning Validation and Movement Tracking During External Beam Radiation Therapy
    Zhang, R.
    Andreozzi, J.
    Gladstone, D.
    Hitchcock, W.
    Glaser, A.
    Jiang, S.
    Pogue, B.
    Jarvis, L.
    MEDICAL PHYSICS, 2015, 42 (06) : 3714 - 3714
  • [27] Neurocognitive Preservation for Whole-Brain Radiation Therapy is Cost-Effective for Well Selected Patients
    Durkee, B. Y.
    Sanford, J.
    Oh, A.
    Slate, D.
    Turner, B.
    Pollom, E.
    Gibbs, I. C.
    Gondi, V.
    Soltys, S. G.
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2015, 93 (03): : S91 - S91
  • [28] Intensity modulated radiation therapy (IMRT) is a cost-effective treatment for intermediate risk prostate cancer
    Konski, AA
    Watkins-Bruner, D
    Feigenberg, S
    Hanlon, A
    Kulkarni, S
    Beck, J
    Pollack, A
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2004, 60 (01): : S144 - S144
  • [29] Feasibility study on image guided patient positioning for stereotactic body radiation therapy of liver malignancies guided by liver motion
    Christian Heinz
    Sabine Gerum
    Philipp Freislederer
    Ute Ganswindt
    Falk Roeder
    Stefanie Corradini
    Claus Belka
    Maximilian Niyazi
    Radiation Oncology, 11
  • [30] Feasibility study on image guided patient positioning for stereotactic body radiation therapy of liver malignancies guided by liver motion
    Heinz, Christian
    Gerum, Sabine
    Freislederer, Philipp
    Ganswindt, Ute
    Roeder, Falk
    Corradini, Stefanie
    Belka, Claus
    Niyazi, Maximilian
    RADIATION ONCOLOGY, 2016, 11