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Zerui Wang

20 accepted papers

2026

UNIVERSAL AND EFFICIENT LOADING BALANCING FOR RL TRAINING OF LARGE MULTIMODAL MODELS

ICLR 2026poster

Reinforcement learning (RL) is crucial for aligning Vision-Language Models (VLMs), but its practical application is hampered by significant system-level bottlenecks. The typical RL pipeline, encompassing data loading, inference-based rollouts, and model updates, suffers from severe inefficiencies wh…

Cited by 0SourceScholar
2023

Visual-Kinematics Graph Learning for Procedure-Agnostic Instrument Tip Segmentation in Robotic Surgeries

IROS 2023poster

Accurate segmentation of surgical instrument tip is an important task for enabling downstream applications in robotic surgery, such as surgical skill assessment, tool-tissue interaction and deformation modeling, as well as surgical autonomy. However, this task is very challenging due to the small si…

Cited by 2SourceScholar
2020

A Spatial-temporal Multiplexing Method for Dense 3D Surface Reconstruction of Moving Objects

ICRA 2020

Three-dimensional reconstruction of dynamic objects is important for robotic applications, for example, the robotic recognition and manipulation. In this paper, we present a novel 3D surface reconstruction method for moving objects. The proposed method combines the spatial-multiplexing and time-mult

Cited by 2SourceScholar
2020

Hand-Eye Calibration of Surgical Instrument for Robotic Surgery Using Interactive Manipulation

RA-L 2020

Conventional robot hand-eye calibration methods are impractical for localizing robotic instruments in minimally-invasive surgeries under intra-corporeal workspace after preoperative set-up. In this letter, we present a new approach to autonomously calibrate a robotic instrument relative to a monocul

Cited by 35SourceScholar
2019

3D Surface Reconstruction Using A Two-Step Stereo Matching Method Assisted with Five Projected Patterns

ICRA 2019

Three-dimensional vision plays an important role in robotics. In this paper, we present a 3D surface reconstruction scheme based on combination of stereo matching and pattern projection. A two-step matching scheme is proposed to establish reliable correspondence between stereo images with high compu

Cited by 5SourceScholar
2019

A Reconfigurable Variable Stiffness Manipulator by a Sliding Layer Mechanism

ICRA 2019poster

Inherent compliance plays an enabling role in soft robots, which rely on it to mechanically conform to the environment. However, it also limits the payload of the robots. Various variable stiffness approaches have been adopted to limit compliance and provide structural stability, but most of them ca…

Cited by 18SourceScholar
2019

Augmented Reality Assisted Instrument Insertion and Tool Manipulation for the First Assistant in Robotic Surgery

ICRA 2019poster

In robotic-assisted laparoscopic surgery, the first assistant (FA) stands at the bedside assisting the intervention, while the surgeon sits at the console teleoperating the robot. Tasks for the FA include navigating new instruments into the surgeon's field-of-view and passing in or retracting materi…

Cited by 44SourceScholar
2019

Autonomous Data-Driven Manipulation of Unknown Anisotropic Deformable Tissues Using Unmodelled Continuum Manipulators

RA-L 2019

We present an autonomous manipulation approach for tissues with anisotropic deformation behavior using a continuum manipulator. The key feature of our vision-based study is an online learning and estimation method, which makes its implementation independent of any prior knowledge about the deformati

Cited by 50SourceScholar
2019

Dual-Arm Robotic Needle Insertion With Active Tissue Deformation for Autonomous Suturing

RA-L 2019

A major issue for needle insertion into soft tissue during suturing is the induced tissue deformation that hinders the minimization of tip-target positioning error. In this letter, we present a new robot control framework to solve target deviation by integrating active deformation control. We charac

Cited by 80SourceScholar
2018

A 3D Laparoscopic Imaging System Based on Stereo-Photogrammetry with Random Patterns

IROS 2018poster

In this paper, we propose a novel 3D laparoscopic imaging system based on stereo-photogrammetry which is assisted by projecting patterns on the tissue surface. The proposed laparoscopic imaging system has three optic channels, two of which are responsible for stereo vision feedback and the other one…

Cited by 7SourceScholar
2018

A Robust Data-Driven Approach for Online Learning and Manipulation of Unmodeled 3-D Heterogeneous Compliant Objects

RA-L 2018

We present a generic data-driven method to address the problem of manipulating a three-dimensional (3-D) compliant object (CO) with heterogeneous physical properties in the presence of unknown disturbances. In this study, we do not assume a prior knowledge about the deformation behavior of the CO an

Cited by 50SourceScholar
2018

A Unified Controller for Region-reaching and Deforming of Soft Objects

IROS 2018poster

Emerging applications of robotic manipulation of deformable objects have opened up new challenges in robot control. While several control techniques have been developed to manipulate deformable objects, the performance of existing methods is commonly limited by two issues: 1) implicit assumption tha…

Cited by 21SourceScholar
2018

Vision-Based Calibration of Dual RCM-Based Robot Arms in Human-Robot Collaborative Minimally Invasive Surgery

RA-L 2018

This letter reports the development of a vision-based calibration method for dual remote center-of-motion (RCM) based robot arms in a human-robot collaborative minimally invasive surgery (MIS) scenario. The method does not require any external tracking sensors and directly uses images captured by th

Cited by 69SourceScholar
2017

Image-Based Trajectory Tracking Control of 4-DoF Laparoscopic Instruments Using a Rotation Distinguishing Marker

RA-L 2017

In this letter, we propose a new method to fully control complete 4-image-DoF manipulation of laparoscopic instruments [with remote center of motion (RCM) mechanism] based on the geometric features of a designed marker in a 2-D image. Our marker encodes the configuration of the instruments by comput

Cited by 11SourceScholar
2016

Adaptive 3D pose computation of suturing needle using constraints from static monocular image feedback

IROS 2016poster

In this paper, we address the problem of the image-based 3D pose computation of a semi-circle suturing needle using monocular image feedback for laparoscopy. We propose a constrained two-degree-of-freedom (2-DOF) geometry-based modelling method to parametrise the needle's 6-DOF pose, including depth…

Cited by 14SourceScholar
2016

Robust image-based computation of the 3D position of RCM instruments and its application to image-guided manipulation

ICRA 2016

In this paper, we address the 3D position control of RCM-constrained instruments with monocular cameras. To compute the instrument's position from a single 2D image, we develop an innovative gradient descent algorithm which rotates and translates a line segment (over the plane spanned by the imaged

Cited by 2SourceScholar
2015

A new robotic uterine positioner for laparoscopic hysterectomy with passive safety mechanisms: Design and experiments

IROS 2015poster

In this paper, we present a new robotic uterine positioner for total laparoscopic hysterectomy. The robot is designed to actively position the patient's uterus during surgery, a lengthy and tedious task that is traditionally performed by a human assistant. Safety is simply the most important concern…

Cited by 28SourceScholar
2015

Adaptive image-based positioning of RCM mechanisms using angle and distance features

IROS 2015poster

In this paper, we address the positioning problem of remote centre of motion (RCM) mechanisms with uncalibrated image feedback from a monocular camera. Nowadays, RCM mechanisms are widely used in minimally invasive robotic surgery due to their ability to distally rotate a tool around a fixed entry p…

Cited by 7SourceScholar
2015

Design and control of a novel multi-state compliant safe joint for robotic surgery

ICRA 2015poster

In this paper, we propose a novel design of compliant safe joint, which has flexibility when the work load exceeds a predefined threshold. The compliance is generated by a spring. We design a special transmission mechanism to convert axial motion into circumferential motion such that the linear comp…

Cited by 5SourceScholar
2015

Modeling, design and control of an endoscope manipulator for FESS

IROS 2015poster

This paper presents the development of an endoscope manipulator with passive and active structures for functional endoscopic sinus surgery (FESS). The 5-DoF passive structure has three translations and two rotations (T3R2) that allows the surgeon to manually place the endoscope near to the entry poi…

Cited by 19SourceScholar