RCIT: A Robust Catadioptric-based Instrument 3D Tracking Method For Microsurgical Instruments In a Single-Camera System

被引:0
|
作者
Alikhani, Alireza [1 ]
Ossner, Sebastian [2 ]
Dehghani, Shervin [2 ]
Busam, Benjamin [2 ]
Inagaki, Satoshi [3 ]
Maier, Mathias [1 ]
Navab, Nassir [2 ]
Nasseri, M. Ali [1 ]
机构
[1] Tech Univ Munich, Augenklin & Poliklin, Klinikum Rechts Isar, D-81675 Munich, Germany
[2] Tech Univ Munich, Dept Comp Sci, D-85748 Munich, Germany
[3] NSK Ltd, Tokyo, Japan
关键词
D O I
10.1109/EMBC40787.2023.10340955
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The field of robotic microsurgery and micromanipulation has undergone a profound evolution in recent years, particularly with regard to the accuracy, precision, versatility, and dexterity. These advancements have the potential to revolutionize high-precision biomedical procedures, such as neurosurgery, vitreoretinal surgery, and cell micromanipulation. However, a critical challenge in developing micron-precision robotic systems is accurately verifying the end-effector motion in 3D. Such verification is complicated due to environmental vibrations, inaccuracy of mechanical assembly, and other physical uncertainties. To overcome these challenges, this paper proposes a novel single-camera framework that utilizes mirrors with known geometric parameters to estimate the 3D position of the microsurgical instrument. Euclidean distance between reconstructed points by the algorithm and the robot movement recorded by the highly accurate encoders is considered an error. Our method exhibits an accurate estimation with the mean absolute error of 0.044 mm when tested on a 23G surgical cannula with a diameter of 0.640 mm and operates at a resolution of 4024 x 3036 at 30 frames per second.
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页数:5
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