Publications

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2023

Pasini, Nicolo; Mariani, Andrea; Deguet, Anton; Kazanzides, Peter; Momi, Elena De

GRACE: Online Gesture Recognition for Autonomous Camera-Motion Enhancement in Robot-Assisted Surgery Journal Article

In: IEEE Robotics and Automation Letters, vol. 8, no. 12, pp. 8263-8270, 2023.

Links | BibTeX | Tags: dvrk, machine-learning

2022

Ding, Hao; Zhang, Jintan; Kazanzides, Peter; Wu, Jie Ying; Unberath, Mathias

CaRTS: Causality-driven robot tool segmentation from vision and kinematics data Proceedings Article

In: Medical Image Computing and Computer-Assisted Intervention (MICCAI), pp. 387-398, Singapore, 2022.

Links | BibTeX | Tags: dvrk, machine-learning

Yilmaz, Nural; Zhang, Jintan; Kazanzides, Peter; Tumerdem, Ugur

Transfer of learned dynamics between different surgical robots and operative configurations Journal Article

In: Intl. Journal of Computer Assisted Radiology and Surgery (IJCARS), vol. 17, pp. 903-910, 2022.

Links | BibTeX | Tags: dvrk, machine-learning

Zhang, Jintan; Yilmaz, Nural; Tumerdem, Ugur; Kazanzides, Peter

Learning Based Estimation of 7 DOF Instrument and Grasping Forces on the da Vinci Research Kit Proceedings Article

In: IEEE Intl. Symp. on Medical Robotics (ISMR), 2022.

Links | BibTeX | Tags: dvrk, machine-learning

2021

Wu, Jie Ying; Munawar, Adnan; Unberath, Mathias; Kazanzides, Peter

Learning Soft-Tissue Simulation from Models and Observation Proceedings Article

In: IEEE Intl. Symp. on Medical Robotics (ISMR), 2021.

Links | BibTeX | Tags: machine-learning, simulation

Wu, Jie Ying; Yilmaz, Nural; Tumerdem, Ugur; Kazanzides, Peter

Robot Force Estimation with Learned Intraoperative Correction Proceedings Article

In: IEEE Intl. Symp. on Medical Robotics (ISMR), 2021.

Links | BibTeX | Tags: dvrk, machine-learning

Lin, Hongbin; Gao, Qian; Chu, Xiangyu; Dou, Qi; Deguet, Anton; Kazanzides, Peter; Au, Samuel K W

Learning Deep Nets for Gravitational Dynamics with Unknown Disturbance through Physical Knowledge Distillation: Initial Feasibility Study Journal Article

In: IEEE Robotics and Automation Letters, vol. 6, no. 2, pp. 2658-2665, 2021.

Links | BibTeX | Tags: dvrk, machine-learning

Wu, Jie Ying; Tamhane, Aniruddha; Kazanzides, Peter; Unberath, Mathias

Cross-modal self-supervised representation learning for gesture and skill recognition in robotic surgery Journal Article

In: Intl. Journal of Computer Assisted Radiology and Surgery (IJCARS), vol. 16, pp. 779-787, 2021.

Links | BibTeX | Tags: machine-learning

2020

Tran, Nam; Wu, Jie Ying; Deguet, Anton; Kazanzides, Peter

A Deep Learning Approach to Intrinsic Force Sensing on the da Vinci Surgical Robot Proceedings Article

In: IEEE Intl. Conf. on Robotic Computing, pp. 25-32, 2020.

BibTeX | Tags: dvrk, machine-learning

Yilmaz, Nural; Wu, Jie Ying; Kazanzides, Peter; Tumerdem, Ugur

Neural Network based Inverse Dynamics Identification and External Force Estimation on the da Vinci Research Kit Proceedings Article

In: IEEE Intl. Conf. on Robotics and Automation (ICRA), pp. 1387-1393, 2020.

BibTeX | Tags: dvrk, machine-learning

Wu, Jie Ying; Kazanzides, Peter; Unberath, Mathias

Leveraging vision and kinematics data to improve realism of biomechanic soft tissue simulation for robotic surgery Journal Article

In: Intl. Journal of Computer Assisted Radiology and Surgery (IJCARS), vol. 15, pp. 811-818, 2020.

BibTeX | Tags: machine-learning