Learning to localize, grasp, and hand over unmodified surgical needles

A Wilcox, J Kerr, B Thananjeyan… - … on Robotics and …, 2022 - ieeexplore.ieee.org
Robotic Surgical Assistants (RSAs) are commonly used to perform minimally invasive
surgeries by expert surgeons. However, long procedures filled with tedious and repetitive …

Markerless suture needle tracking from a robotic endoscope based on deep learning

Y Jiang, H Zhou, GS Fischer - 2023 International Symposium …, 2023 - ieeexplore.ieee.org
Advancements in robot-assisted surgery have been rapidly growing since two decades ago.
More recently, the automation of robotic surgical tasks has become the focus of research. In …

STITCH: Augmented Dexterity for Suture Throws Including Thread Coordination and Handoffs

K Hari, H Kim, W Panitch, K Srinivas, V Schorp… - arXiv preprint arXiv …, 2024 - arxiv.org
We present STITCH: an augmented dexterity pipeline that performs Suture Throws Including
Thread Coordination and Handoffs. STITCH iteratively performs needle insertion, thread …

Real-time constrained 6d object-pose tracking of an in-hand suture needle for minimally invasive robotic surgery

ZY Chiu, F Richter, MC Yip - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Autonomous suturing has been a long-sought-after goal for surgical robotics. Outside of
staged environments, accurate localization of suture needles is a critical foundation for …

Robust Surgical Tool Tracking with Pixel-based Probabilities for Projected Geometric Primitives

C D'Ambrosia, F Richter, ZY Chiu, N Shinde… - arXiv preprint arXiv …, 2024 - arxiv.org
Controlling robotic manipulators via visual feedback requires a known coordinate frame
transformation between the robot and the camera. Uncertainties in mechanical systems as …

Suturing Tasks Automation Based on Skills Learned From Demonstrations: A Simulation Study

H Zhou, Y Jiang, S Gao, S Wang, P Kazanzides… - arXiv preprint arXiv …, 2024 - arxiv.org
In this work, we develop an open-source surgical simulation environment that includes a
realistic model obtained by MRI-scanning a physical phantom, for the purpose of training …

Suture looping task pose planner in a constrained surgical environment

JRU Roldan, D Milutinović - Journal of Intelligent & Robotic Systems, 2022 - Springer
We present a task pose planner for a robustly safe automation of suture looping tasks in
robotic assisted minimally invasive surgery (RAMIS). Our approach uses pre-planned spiral …

On the Monocular 3D Pose Estimation for Arbitrary Shaped Needle in Dynamic Scenes: An Efficient Visual Learning and Geometry Modeling Approach

B Li, B Lu, H Lin, Y Wang, F Zhong… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Image-guided needle pose estimation is crucial for robotic autonomous suturing, but it poses
significant challenges due to the needle's slender visual projection and dynamic surgical …

Next-generation Surgical Navigation: Marker-less Multi-view 6DoF Pose Estimation of Surgical Instruments

J Hein, N Cavalcanti, D Suter, L Zingg, F Carrillo… - arXiv preprint arXiv …, 2023 - arxiv.org
State-of-the-art research of traditional computer vision is increasingly leveraged in the
surgical domain. A particular focus in computer-assisted surgery is to replace marker-based …

SURESTEP: An Uncertainty-Aware Trajectory Optimization Framework to Enhance Visual Tool Tracking for Robust Surgical Automation

NU Shinde, ZY Chiu, F Richter, J Lim, Y Zhi… - arXiv preprint arXiv …, 2024 - arxiv.org
Inaccurate tool localization is one of the main reasons for failures in automating surgical
tasks. Imprecise robot kinematics and noisy observations caused by the poor visual acuity of …