4.7 Article

Autonomous Multiple Instruments Tracking for Robot-Assisted Laparoscopic Surgery With Visual Tracking Space Vector Method

Journal

IEEE-ASME TRANSACTIONS ON MECHATRONICS
Volume 27, Issue 2, Pages 733-743

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TMECH.2021.3070553

Keywords

Laparoscopes; Instruments; Robots; Tracking; Visualization; Cameras; Minimally invasive surgery; Camera model; laparoscope; minimally invasive surgery; surgical instrument tracking; surgical robotics

Funding

  1. National Natural Science Foundation of China [61903115]
  2. Collaborative Innovation Project of Colleges and Universities of Anhui Province [GXXT-2019-014, GXXT-2019041]
  3. Fundamental Research Funds for the Central Universities [PA2019GDQT0021, PA2019GDZC0100, PA2020GDGP0057, PA2020GDKC0020]

Ask authors/readers for more resources

This research proposes a visual tracking method that autonomously controls the field of view of surgical instruments using a robot-held laparoscope, ensuring stability and safety. The method can track the motion of instruments, adapt to changes in their number, and does not require depth information.
The robot-held laparoscope efficiently maintains the stability of the surgical screen in comparison with the laparoscope held by the assistant. The collaboration between the robot-held laparoscope and the surgeon is achieved without the artificial manipulation by tracking surgical instruments automatically. In this article, a visual tracking space vector method is proposed to autonomously control the field of view by tracking multiple surgical instruments. In the proposed method, a visual tracking space vector is introduced to track the motion of multiple instruments, and a constraint vector is defined to ensure that the laparoscope is always within the safe working space. In addition, a modified YOLOv3 algorithm is proposed to robustly detect and classify the surgical instruments. The proposed method automatically adapts to the changes in the number of surgical instruments, as compared to other visual servoing methods for tracking surgical instruments. The proposed method does not require the depth information of the tracked surgical instruments. Experimental and simulation results verify that the proposed method accurately and efficiently controls the robot-held laparoscope to track the motion of multiple surgical instruments and ensure safe tracking movement.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.7
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available