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Shing Shin Cheng

30 accepted papers

2026

A Single Hydraulic Bellows-Based MRI-Safe Robotic Needle Driver Capable of Independent and Coupled Needle Translation and Rotation

ICRA 2026poster

Despite decades of research in magnetic resonance imaging (MRI)-compatible robotic technologies, the existing MRI-safe needle drivers rarely feature simultaneously high compactness, large insertion force, and motion versatility, all of which are critical to facilitate clinical translation in intraop…

Cited by 0SourceScholar
2026

A Vision-Language-Action Model for Adaptive Ultrasound-Guided Needle Insertion and Needle Tracking

ICRA 2026poster

Ultrasound (US)-guided needle insertion is a critical yet challenging procedure due to dynamic imaging conditions and difficulties in needle visualization. Many methods have been proposed for automated needle insertion, but they often rely on hand-crafted pipelines with modular controllers, whose pe…

2026

Leveraging Geometric Prior Uncertainty and Complementary Constraints for High-Fidelity Neural Indoor Surface Reconstruction

ICRA 2026poster

Neural implicit surface reconstruction with signed distance function has made significant progress, but recovering fine details such as thin structures and complex geometries remains challenging due to unreliable or noisy geometric priors. Existing approaches rely on implicit uncertainty that arises…

2025

A Spatial Position-based Visual Servoing Obstacle-avoidable Shape Control Framework for An 11-DOF Hybrid Continuum Robot

IROS 2025

As one of the effective closed-loop control methods, visual servoing control methods are widely applied to continuum robots. However, existing visual servoing control methods mostly focus on accurate control of the robot’s end-effector, with less consideration given to the robot’s shape. In this wor

Cited by 0SourceScholar
2025

Deformable Gaussian Splatting for Efficient and High-Fidelity Reconstruction of Surgical Scenes

ICRA 2025

Efficient and high-fidelity reconstruction of deformable surgical scenes is a critical yet challenging task. Building on recent advancements in 3D Gaussian splatting, current methods have seen significant improvements in both reconstruction quality and rendering speed. However, two major limitations

Cited by 5SourceScholar
2025

MambaXCTrack: Mamba-Based Tracker With SSM Cross-Correlation and Motion Prompt for Ultrasound Needle Tracking

RA-L 2025

Ultrasound (US)-guided needle insertion is widely employed in percutaneous interventions. However, providing feedback on the needle tip position via US imaging presents challenges due to noise, artifacts, and the thin imaging plane of US, which degrades needle features and leads to intermittent tip

Cited by 5SourceScholar
2025

Motion-Guided Dual-Camera Tracker for Endoscope Tracking and Motion Analysis in a Mechanical Gastric Simulator

ICRA 2025

Flexible endoscope motion tracking and analysis in mechanical simulators have proven useful for endoscopy training. Common motion tracking methods based on electromagnetic tracker are however limited by their high cost and material susceptibility. In this work, the motion-guided dual-camera vision t

Cited by 11SourcecodeScholar
2025

Self-Sufficient 5-DoF Discrete Global Localization for Magnetically-Actuated Endoscope in Bronchoscopy

ICRA 2025

Existing sensor-based global localization methods limit the miniaturization potential of magnetically-actuated endoscopes (MAE) while localization based on external medical imaging demands accurate registration and imposes a variety of modality-specific challenges during continuous image acquisition

Cited by 0SourceScholar
2024

A Cylindrical Halbach Array Magnetic Actuation System for Longitudinal Robot Actuation Across 2D Workplane

RA-L 2024

Magnetic actuation has been widely investigated for miniature robot control due to its wireless control capability. As a permanent magnetic (PM) actuation system, the Halbach array can provide strong and controllable magnetic fields with large motion workspace. However, existing cylindrical Halbach

Cited by 5SourceScholar
2024

A Unified Framework for Microscopy Defocus Deblur with Multi-Pyramid Transformer and Contrastive Learning

CVPR 2024poster

Defocus blur is a persistent problem in microscope imaging that poses harm to pathology interpretation and medical intervention in cell microscopy and microscope surgery. To address this problem a unified framework including the multi-pyramid transformer (MPT) and extended frequency contrastive regu…

2024

Simultaneous Estimation of Shape and Force along Highly Deformable Surgical Manipulators Using Sparse FBG Measurement

ICRA 2024poster

Recently, fiber optic sensors such as fiber Bragg gratings (FBGs) have been widely investigated for shape reconstruction and force estimation of flexible surgical robots. However, most existing approaches need precise model parameters of FBGs inside the fiber and their alignments with the flexible r…

Cited by 2SourceScholar
2023

A Cross-Entropy Motion Planning Framework for Hybrid Continuum Robots

RA-L 2023

The sampling-based motion planners, including the Rapidly-exploring Random Trees (RRT) algorithms, are widely utilized in continuum robots, enabling efficient search for feasible motion plans in constrained environments. In surgical robotics, complex mapping among the high-dimensional kinematics of

Cited by 10SourceScholar
2023

Towards MR-Safe Concentric Bellows-Based Hydrostatic Linear Actuator for a Needle Driver

IROS 2023poster

Magnetic resonance imaging (MRI) is increasingly used for robotic needle-based clinical diagnosis and therapy due to its high resolution and high soft tissue contrast. A needle driver therefore becomes an essential part of these MRI -guided robotic systems to perform in-bore needle placement under c…

Cited by 0SourceScholar
2023

Visual Tracking of Needle Tip in 2D Ultrasound based on Global Features in a Siamese Architecture

ICRA 2023poster

Ultrasound (US) is widely used in image-guided needle procedures. Correctly tracking the needle tip position in US images during the procedure plays an important role in improving the needle targeting accuracy and patient safety. This paper presents a leaning-based visual tracking network with a Sia…

Cited by 4SourceScholar
2022

A Variable Length, Variable Stiffness Flexible Instrument for Transoral Robotic Surgery

RA-L 2022

Transoral robotic surgery (TORS) in upper aerodigestive tract remains challenging due to the rigidity and insufficient workspace of existing instruments, and inappropriate balance between compliance and stiffness in flexible instruments. In this letter, a flexible surgical robotic instrument, featur

Cited by 11SourceScholar
2022

Versatile Motion Generation of Magnetic Origami Spring Robots in the Uniform Magnetic Field

RA-L 2022

Magnetic soft robots have attracted widespread attention for their untethered, remotely operated, and compliant deformation characteristics. Earlier work has demonstrated magnetic origami robots' diverse locomotion capabilities. This letter will focus on the motion generation and open-loop control o

Cited by 22SourceScholar
2021

Mechanical Design and Evaluation of a Selectively-actuated MRI-compatible Continuum Neurosurgical Robot

IROS 2021poster

The combination of a dexterous continuum robot and magnetic resonance imaging can potentially improve surgical precision and minimize brain manipulation in a minimally invasive neurosurgical procedure. In this work, a seven degree-of-freedom (DoF) continuum neurosurgical robot was developed. The mai…

Cited by 5SourceScholar
2021

Modeling a Symmetrically-Notched Continuum Neurosurgical Robot With Non-Constant Curvature and Superelastic Property

RA-L 2021

A neurosurgical robot with 3-dimensional (3D) distal manipulation can increase instrument workspace for reaching peripheral regions of intracranial lesions to achieve complete lesion removal and minimal brain manipulation in a keyhole procedure. In this work, we designed a Nitinol-based symmetricall

Cited by 27SourceScholar
2021

Motion Coupling Analysis for the Decoupled Design of a Two-segment Notched Continuum Robot

ICRA 2021poster

Multi-segment continuum robots, that offer inherent compliance and distal dexterity, are suitable for deployment in minimally invasive surgical procedures. Cable-driven mechanism is commonly used in continuum surgical robots but could lead to inter-segment motion coupling in a multi-segment robot. I…

Cited by 13SourceScholar
2021

Needle Tip Tracking in 2D Ultrasound Based on Improved Compressive Tracking and Adaptive Kalman Filter

RA-L 2021

Ultrasound (US) is commonly used in percutaneous needle procedures for real-time guidance. Accurate and robust automatic needle tracking is highly desirable to address the influence of noise and artifacts in US images. This letter presents a tracking approach which combines an improved compressive t

Cited by 36SourceScholar
2021

Towards Safe Control of Continuum Manipulator Using Shielded Multiagent Reinforcement Learning

RA-L 2021

Continuum robotic manipulators are increasingly adopted in minimal invasive surgery. However, their nonlinear behavior is challenging to model accurately, especially when subject to external interaction, potentially leading to poor control performance. In this letter, we investigate the feasibility

Cited by 42SourceScholar
2021

Towards a Multi-imager Compatible Continuum Robot with Improved Dynamics Driven by Modular SMA

ICRA 2021poster

Most existing surgical robots employ straight rigid instruments and are not compatible with imaging modalities, especially magnetic resonance imaging (MRI) that presents restrictive constraints on the robot and actuator materials. Employing continuum distal end effector and fulfilling multi-imager c…

Cited by 14SourceScholar
2021

Towards a Wristed Percutaneous Robot With Variable Stiffness for Pericardiocentesis

RA-L 2021

Pericardiocentesis is the drainage of excessive fluid in the pericardium surrounding the heart under ultrasound guidance. The percutaneous procedure comes with the risk of cardiac perforation since the needle is inserted towards the beating heart. This letter presents a novel percutaneous robot that

Cited by 13SourceScholar
2020

50 Benchmarks for Anthropomorphic Hand Function-based Dexterity Classification and Kinematics-based Hand Design

IROS 2020poster

Robotic hands with anthropomorphism considerations are of prominent popularity in human-centered environment. Existing anthropomorphic robotic hands achieving part or most of human hand comparable dexterity have been applied as various robotic end-effectors and prosthetics. However, two deficiencies…

Cited by 11SourceScholar
2020

Design, Modeling, and Control of a Compact SMA-Actuated MR-Conditional Steerable Neurosurgical Robot

RA-L 2020

The letter presents a compact shape memory alloy (SMA)-actuated magnetic resonance (MR)-conditional neurosurgical robotic system. It consists of a 2-degree of freedom (DoF) cable-driven steerable end effector, an antagonistic SMA springs-based actuation module, and a quick-connect module, packaged i

Cited by 19SourceScholar
2019

Modular FBG Bending Sensor for Continuum Neurosurgical Robot

RA-L 2019

We present a modular sensing system to measure the deflection of a minimally invasive neurosurgical intracranial robot: MINIR-II. The MINIR-II robot is a tendon-driven continuum robot comprised of multiple spring backbone segments, which has been developed in our prior work. Due to the flexibility o

Cited by 36SourceScholar
2018

Design, Analysis, and Evaluation of a Remotely Actuated MRI-Compatible Neurosurgical Robot

RA-L 2018

The paper presents an MRI-compatible neurosurgical robotic system that is designed to operate the head-mounted meso-scale 6-degree-of-freedom (DoF) spring-based MINIR-II. The robotic system consists of an actuation module, a transmission module, and the robot module. The transmission module consist

Cited by 13SourceScholar
2017

Design and analysis of a remotely-actuated cable-driven neurosurgical robot

IROS 2017poster

Minimally invasive neurosurgical robotic procedure performed under real-time MRI can be achieved with a robot that is head-mounted and fits in a standard MRI bore. The design of a remotely-actuated cable-driven robotic system is presented in this work. A head mounted insertion module has been develo…

Cited by 20SourceScholar
2015

Towards high frequency actuation of SMA spring for the neurosurgical robot - MINIR-II

ICRA 2015poster

Robotic surgery, especially in the field of neurosurgery, can be tremendously improved with the integration of an excellent imaging modality during the procedure. Shape memory alloy (SMA), a high power density and inexpensive MRI-compatible actuator, is therefore being considered as an appropriate a…

Cited by 28SourceScholar