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Hongliang Ren

67 accepted papers

2026

A Transendoscopic Telerobotic System Using Heterogeneous Flexible Manipulators for Bimanual Endoscopic Submucosal Dissection

ICRA 2026poster

Endoscopic submucosal dissection (ESD) is an effective technique to resect early cancers in the gastrointestinal (GI) tract. Bimanual telerobotic manipulation is an approach to performing ESD intuitively and efficiently, which requires two robotic instruments with flexibility, stiffness, dexterity a…

Cited by 0Scholar
2026

Bridging Vision and Language for Robust Context-Aware Surgical Point Tracking: The VL-SurgPT Dataset and Benchmark

AAAI 2026technical

Accurate point tracking in surgical environments remains challenging due to complex visual conditions, including smoke occlusion, specular reflections, and tissue deformation. While existing surgical tracking datasets provide coordinate information, they lack the semantic context necessary to unders

Cited by 0SourcePDFScholar
2026

EndoDDC: Learning Sparse to Dense Reconstruction for Endoscopic Robotic Navigation Via Diffusion Depth Completion

ICRA 2026poster

Accurate depth estimation plays a critical role in the navigation of endoscopic surgical robots, forming the foundation for 3D reconstruction and safe instrument guidance. Fine-tuning pretrained models heavily relies on endoscopic surgical datasets with precise depth annotations. While existing self…

2026

GeoLanG: Geometry-Aware Language-Guided Grasping with Unified RGB-D Multimodal Learning

ICRA 2026poster

Language-guided grasping has emerged as a promising paradigm for enabling robots to identify and manipulate target objects through natural language instructions, yet it remains highly challenging in cluttered or occluded scenes. Existing methods often rely on multi-stage pipelines that separate obje…

2026

MedScope: Incentivizing "Think with Videos" for Clinical Reasoning via Coarse-to-Fine Tool Calling

ICML 2026poster

Long-form clinical videos are central to visual evidence-based decision-making, with growing importance for applications such as surgical robotics and related settings. However, current multimodal large language models typically process videos with passive sampling or weakly grounded inspection, whi…

Cited by 0SourceScholar
2026

TMR-VLA: Vision-Language-Action Model for Magnetic Motion Control of Tri-Leg Silicone-Based Soft Robot

ICRA 2026poster

In-vivo environments, magnetically actuated soft robots offer advantages such as wireless operation and precise control, showing promising potential for painless detection and therapeutic procedures. We developed a trileg magnetically driven soft robot (TMR) whose multi-legged design enables more fl…

Cited by 0Scholar
2026

TR2M: Transferring Monocular Relative Depth to Metric Depth with Language Descriptions and Dual-Level Scale-Oriented Contrast

CVPR 2026

This work presents a generalizable framework to transfer relative depth to metric depth. Current monocular depth estimation methods are mainly divided into metric depth estimation (MMDE) and relative depth estimation (MRDE). MMDEs estimate depth in metric scale but are often limited to a specific do

Cited by 0SourcecodeScholar
2026

Where It Moves, It Matters: Referring Surgical Instrument Segmentation via Motion

AAAI 2026technical

Enabling intuitive, language-driven interaction with surgical scenes is a critical step toward intelligent operating rooms and autonomous surgical robotic assistance. However, the task of referring segmentation, localizing surgical instruments based on natural language descriptions, remains underexp

Cited by 0SourcePDFScholar
2025

Adjusting Tissue Puncture Omnidirectionally In Situ with Pneumatic Rotatable Biopsy Mechanism and Hierarchical Airflow Management in Tortuous Luminal Pathways

IROS 2025

In situ tissue biopsy with an endoluminal catheter is an efficient approach for disease diagnosis, featuring low invasiveness and few complications. However, the endoluminal catheter struggles to adjust the biopsy direction by distal endoscope bending or proximal twisting for tissue sampling within

Cited by 0SourceScholar
2025

Advancing Dense Endoscopic Reconstruction with Gaussian Splatting-Driven Surface Normal-Aware Tracking and Mapping

ICRA 2025

Simultaneous Localization and Mapping (SLAM) is essential for precise surgical interventions and robotic tasks in minimally invasive procedures. While recent advancements in 3D Gaussian Splatting (3DGS) have improved SLAM with high-quality novel view synthesis and fast rendering, these systems strug

Cited by 18SourcecodeScholar
2025

Body-Temperature-Responsive Balloon Actuator for Adaptive In-Ear Microneedle Electrode Deployment

IROS 2025

Conventional in-ear electrodes face challenges such as inconsistent skin contact, motion artifacts, and discomfort, limiting their reliability in dynamic conditions. To overcome these limitations, this study presents a body-temperature responsive in-ear balloon actuator (BBA) based on liquid-to-vapo

Cited by 0SourceScholar
2025

ETSM: Automating Dissection Trajectory Suggestion and Confidence Map-Based Safety Margin Prediction for Robot-Assisted Endoscopic Submucosal Dissection

ICRA 2025

Robot-assisted Endoscopic Submucosal Dissection (ESD) improves the surgical procedure by providing a more comprehensive view through advanced robotic instruments and bimanual operation, thereby enhancing dissection efficiency and accuracy. Accurate prediction of dissection trajectories is crucial fo

Cited by 3SourcecodeScholar
2025

EndoVLA: Dual-Phase Vision-Language-Action for Precise Autonomous Tracking in Endoscopy

CoRL 2025poster

In endoscopic procedures, autonomous tracking of abnormal regions and following of circumferential cutting markers can significantly reduce the cognitive burden on endoscopists. However, conventional model-based pipelines are fragile—each component (e.g., detection, motion planning) requires manual…

Cited by 0SourceScholar
2025

Exploring Stiffness Gradient Effects in Magnetically Induced Metamorphic Materials via Continuum Simulation and Validation

IROS 2025

Magnetic soft continuum robots are capable of bending with remote control in confined space environments, and they have been applied in various bioengineering contexts. As one type of ferromagnetic soft continuums, the Magnetically Induced Metamorphic Materials (MIMMs)-based continuum (MC) exhibits

Cited by 0SourceScholar
2025

Head-mounted Robotic Needle Positioning: Learning from Augmented Reality Demonstration of Neuronavigation and Planning

IROS 2025

Abstract— Robotic needle positioning tasks in neurosurgery often face challenges due to insufficient perception of planar guidance images during surgery. In this work, we propose an Augmented Reality (AR) interface to help perform the robotic needle positioning tasks by learning from demonstration (

Cited by 0SourceScholar
2025

Jacobian Exploratory Dual-Phase Reinforcement Learning for Dynamic Endoluminal Navigation of Deformable Continuum Robots

IROS 2025

Deformable continuum robots (DCRs) present unique planning challenges due to nonlinear deformation mechanics and partial state observability, violating the Markov assumptions of conventional reinforcement learning (RL) methods. While Jacobian-Based approaches offer theoretical foundations for rigid

Cited by 0SourceScholar
2025

Learning to Perform Low-Contact Autonomous Nasotracheal Intubation by Recurrent Action-Confidence Chunking with Transformer

IROS 2025

Nasotracheal intubation (NTI) is critical for establishing artificial airways in clinical anesthesia and critical care. Current manual methods face significant challenges, including cross-infection, especially during respiratory infection care, and insufficient control of endoluminal contact forces,

Cited by 2SourceScholar
2025

Minimally Invasive Endotracheal Inside-Out Flexible Needle Driving System Towards Microendoscope-Guided Robotic Tracheostomy

ICRA 2025

Open tracheostomy (OT) is considered the traditional way and golden standard for treating airway obstruction patients. However, OT has many unavoidable drawbacks, including strict performing scenarios, significant scarring, and the risk of surgeon infection. Percutaneous dilation tracheostomy (PDT)

Cited by 0SourceScholar
2025

SurgPLAN++: Universal Surgical Phase Localization Network for Online and Offline Inference

ICRA 2025

Surgical phase recognition is critical for assisting surgeons in understanding surgical videos. Existing studies focused more on online surgical phase recognition, by leveraging preceding frames to predict the current frame. Despite great progress, they formulated the task as a series of frame-wise

Cited by 4SourcecodeScholar
2025

Three-Dimension Tip Force Perception and Axial Contact Location Identification for Flexible Endoscopy Using Tissue-Compliant Soft Distal Attachment Cap Sensors

ICRA 2025

In endoluminal surgeries, inserting a flexible endo-scope is one of the fundamental procedures. During this process, vision remains the primary feedback, while the perception of tactile magnitude and location is insufficient. This limitation can hinder the clinician's efficiency when navigating the

Cited by 0SourceScholar
2024

A Frequency-Modulated Tripedal Soft Magnetic Robot With Diverse Motion Modalities for Ingestible Applications

RA-L 2024

Soft robots driven by the external magnetic field can be widely applied in medical areas to realize noninvasive diagnosis and treatment. These robots gain advantages in flexibility, untethered remote control, and safe human interaction. Thus, they can achieve functions such as endo-imaging, drug del

Cited by 6SourceScholar
2024

ASI-Seg: Audio-Driven Surgical Instrument Segmentation with Surgeon Intention Understanding

IROS 2024

Surgical instrument segmentation is crucial in surgical scene understanding, thereby facilitating surgical safety. Existing algorithms directly detected all instruments of predefined categories in the input image, lacking the capability to segment specific instruments according to the surgeon’s inte

Cited by 16SourcecodeScholar
2024

Chained Flexible Capsule Endoscope: Unraveling the Conundrum of Size Limitations and Functional Integration for Gastrointestinal Transitivity

ICRA 2024poster

Capsule endoscopes, predominantly serving diagnostic functions, provide lucid internal imagery but are devoid of surgical or therapeutic capabilities. Consequently, despite lesion detection, physicians frequently resort to traditional endoscopic or open surgical procedures for treatment, resulting i…

Cited by 1SourceScholar
2024

Head-Mounted Hydraulic Needle Driver for Targeted Interventions in Neurosurgery

IROS 2024poster

Needle interventions are crucial in neurosurgery, requiring high precision and stability. This paper presents a 5-DoF head-mounted hydraulic needle robot designed for accurate and targeted needle insertion and neuroimaging in the deep brain. The robot is compact and lightweight by utilizing a hydrau…

Cited by 0SourceScholar
2024

Magnetic-Guided Flexible Origami Robot toward Long-Term Phototherapy of H. pylori in the Stomach

ICRA 2024poster

Helicobacter pylori, a pervasive bacterial infection associated with gastrointestinal disorders such as gastritis, peptic ulcer disease, and gastric cancer, impacts approximately 50% of the global population. The efficacy of standard clinical eradication therapies is diminishing due to the rise of a…

Cited by 0SourceScholar
2024

OSSAR: Towards Open-Set Surgical Activity Recognition in Robot-assisted Surgery

ICRA 2024poster

In the realm of automated robotic surgery and computer-assisted interventions, understanding robotic surgical activities stands paramount. Existing algorithms dedicated to surgical activity recognition predominantly cater to pre-defined closed-set paradigms, ignoring the challenges of real-world ope…

Cited by 7SourcecodeScholar
2024

Online Time-Informed Kinodynamic Motion Planning of Nonlinear Systems

RA-L 2024

Sampling-based kinodynamic motion planners (SKMPs) are powerful in finding collision-free trajectories for high-dimensional systems under differential constraints. Time-informed set (TIS) can provide the heuristic search domain to accelerate their convergence to the time-optimal solution. However, e

Cited by 7SourcecodeScholar
2024

Towards Electricity-free Pneumatic Miniature Rotation Actuator for Optical Coherence Tomography Endoscopy

IROS 2024poster

Miniature rotation actuators have been extensively developed and utilized in optical coherence tomography (OCT) endoscopy, enabling distortion-free OCT imaging in complex and tortuous environments. However, the use of electrical-driven rotation actuators raises safety concerns. Although magnetic-dri…

Cited by 0SourceScholar
2023

Generalizing Surgical Instruments Segmentation to Unseen Domains with One-to-Many Synthesis

IROS 2023poster

Despite their impressive performance in various surgical scene understanding tasks, deep learning-based methods are frequently hindered from deploying to real-world surgical applications for various causes. Particularly, data collection, annotation, and domain shift in-between sites and patients are…

Cited by 3SourcecodeScholar
2023

Surgical-VQLA:Transformer with Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic Surgery

ICRA 2023poster

Despite the availability of computer-aided simulators and recorded videos of surgical procedures, junior residents still heavily rely on experts to answer their queries. However, expert surgeons are often overloaded with clinical and academic workloads and limit their time in answering. For this pur…

Cited by 34SourcecodeScholar
2022

Chip-Less Real-Time Wireless Sensing of Endotracheal Intubation Tubes by Printing and Mounting Conformable Antenna Tag

RA-L 2022

Endotrachealintubation is a common medical practice for patients requiring upper airway management. An important parameter while performing intubation is the depth of insertion of the tube. However, most current solutions rely on vision-based feedback for successfully performing remote intubation. W

Cited by 6SourceScholar
2022

GESRsim: Gastrointestinal Endoscopic Surgical Robot Simulator

IROS 2022poster

Robot-assisted gastrointestinal endoscopic surgery (GES) as a kind of natural orifice transluminal endoscopic surgery (NOTES) is the next-generation minimally invasive surgery (MIS). Besides, rendering certain autonomy to a Gas-trointestinal Endoscopic Surgical Robot (GESR) is promising but highly c…

Cited by 7SourceScholar
2022

Global-Reasoned Multi-Task Learning Model for Surgical Scene Understanding

RA-L 2022

Global and local relational reasoning enable scene understanding models to perform human-like scene analysis and understanding. Scene understanding enables better semantic segmentation and object-to-object interaction detection. In the medical domain, a robust surgical scene understanding model allo

Cited by 44SourcecodeScholar
2022

Model-free and Uncalibrated Visual-feedback Control of Magnetically-Actuated Flexible Endoscopes

IROS 2022poster

Magnetically-actuated flexible endoscopes (MAFE) have been well used in minimally-invasive surgery because they can be steered by a magnetic field thus more flexible than traditional endoscopes. Model-free and uncalibrated visual-feedback control makes it possible to manipulate MAFE with a magnetic…

Cited by 4SourceScholar
2022

Rethinking Feature Extraction: Gradient-Based Localized Feature Extraction for End-To-End Surgical Downstream Tasks

RA-L 2022

Several approaches have been introduced to understand surgical scenes through downstream tasks like captioning and surgical scene graph generation. However, most of them heavily rely on an independent object detector and region-based feature extractor. Encompassing computationally expensive detectio

Cited by 4SourceScholar
2022

SIRNet: Fine-Grained Surgical Interaction Recognition

RA-L 2022

Surgical interaction recognition (SIR) plays a crucial role in navigation decision support for minimally invasive surgery (MIS) or robot-assisted MIS. Currently, the research in SIR is at a coarse-grained level and barely considers the surgical interaction dependencies unrelated to endoscopic images

Cited by 14SourcecodeScholar
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

A Miniature Manipulator With Variable Stiffness Towards Minimally Invasive Transluminal Endoscopic Surgery

RA-L 2021

This letter presents a miniature manipulator with variable stiffness towards minimally invasive transluminal endoscopic surgery, such as the endoscopic submucosal dissection (ESD). The manipulator comprises hollow modules with holes in the sidewall, compact with a 4 mm diameter, and dexterous with s

Cited by 42SourceScholar
2021

Chip-Less Wireless Sensing of Kirigami Structural Morphing Under Various Mechanical Stimuli Using Home-Based Ink-Jet Printable Materials

ICRA 2021poster

The feasibility of using chip-based RFID designs as wireless sensor tags open a wide range of application possibilities in the field of robotics. However, multi-step lithography manufacturing and/or MEMS techniques are often required for the industrial-grade fabrication of such sensors. In this pape…

Cited by 4SourceScholar
2021

Learning Domain Adaptation with Model Calibration for Surgical Report Generation in Robotic Surgery

ICRA 2021poster

Generating a surgical report in robot-assisted surgery, in the form of natural language expression of surgical scene understanding, can play a significant role in document entry tasks, surgical training, and post-operative analysis. Despite the state-of-the-art accuracy of the deep learning algorith…

Cited by 39SourceScholar
2021

Magnetically-Connected Modular Reconfigurable Mini-robotic System with Bilateral Isokinematic Mapping and Fast On-site Assembly towards Minimally Invasive Procedures

ICRA 2021poster

This paper presents a modular and reconfigurable mini-robotic system with 5 degrees of freedom (DoFs) towards minimally invasive surgery (MIS). The mini-robotic system consists of two modules, a 2-DoFs rotational end-effector, and a 3-DoFs positioning platform. The 2-DoFs rotational end-effector is…

Cited by 4SourceScholar
2021

Multiphysics Simulation of Magnetically Actuated Robotic Origami Worms

RA-L 2021

Multiphysics simulation of magnetically actuated origami robots promises a range of applications such as synthetic data generation, design parameter optimization, predicting the robot's performance, and implementing various control algorithms, but it has rarely been explored. This letter presents a

Cited by 17SourceScholar
2021

Origami-Inspired Snap-through Bistability in Parallel and Curved Mechanisms Through the Inflection of Degree Four Vertexes

ICRA 2021poster

Origami, the art of folding paper, can impart useful design inspirations to the creation of mechanical structures and mechanisms. Bistability is a useful property for origami designs, which can help compartmentalize different actuations and stiffness tuning regimes. Given the benefits of bistability…

Cited by 10SourceScholar
2021

Remote-Center-of-Motion Recommendation toward Brain Needle Intervention Using Deep Reinforcement Learning

ICRA 2021poster

Brain needle intervention is a specific diagnosis and therapy procedure in brain disorders, such as brain tumors and Parkinson’s disease. Preoperative needle path planning is a vital step to guarantee the patient’s safety and reduce lesions. For positioning accuracy in the CT/MRI environment, we hav…

Cited by 15SourceScholar
2020

AP-MTL: Attention Pruned Multi-task Learning Model for Real-time Instrument Detection and Segmentation in Robot-assisted Surgery

ICRA 2020poster

Surgical scene understanding and multi-tasking learning are crucial for image-guided robotic surgery. Training a real-time robotic system for the detection and segmentation of high-resolution images provides a challenging problem with the limited computational resource. The perception drawn can be a…

Cited by 32SourcecodeScholar
2019

Real-Time Instrument Segmentation in Robotic Surgery Using Auxiliary Supervised Deep Adversarial Learning

RA-L 2019

Robot-assisted surgery is an emerging technology that has undergone rapid growth with the development of robotics and imaging systems. Innovations in vision, haptics, and accurate movements of robot arms have enabled surgeons to perform precise minimally invasive surgeries. Real-time semantic segmen

Cited by 104SourcecodeScholar
2019

Transcend Anthropomorphic Robotic Grasping With Modular Antagonistic Mechanisms and Adhesive Soft Modulations

RA-L 2019

This letter presents a robotic hand with modular antagonistic fingers and adhesive soft modulations for general purposes with grasping and manipulation capabilities. The anthropomorphic design includes the hand-like configuration, modular antagonistic fingers, soft modulations, compliant joints, and

Cited by 14SourceScholar
2018

Estimation of Object Orientation Using Conductive Ink and Fabric Based Multilayered Tactile Sensor

ICRA 2018poster

Robots, either made from hard or soft materials, are being used increasingly for unknown object manipulation tasks in unstructured environments. To hold an object firmly and do the required task, the orientation of the object with respect to the robotic hand gripper is one of the necessary key infor…

Cited by 6SourceScholar
2018

Topology Optimized Design, Fabrication, and Characterization of a Soft Cable-Driven Gripper

RA-L 2018

Soft-bodied robots, due to their intrinsic compliance, have shown great potential for operating within unstructured environment and interacting with unknown objects. This letter deals with automatic design and fabrication of soft robots. From a structure point of view, we synthesize a soft cable-dri

Cited by 125SourceScholar
2017

A Flexible Fabrication Approach Toward the Shape Engineering of Microscale Soft Pneumatic Actuators

RA-L 2017

The recent developments of soft robots have inspired a variety of applications that require compliance for safety and softness for biomimetics. With such prevalence and advantages of soft robots, researchers are diverting their interests toward applications like micromanipulation of biological tissu

Cited by 44SourceScholar
2017

TTRE: A new type of error to evaluate the accuracy of a paired-point rigid registration

IROS 2017poster

Target registration error (TRE) is widely adopted to evaluate the accuracy of a paired-point rigid registration (PPRR). However, TRE is defined in such a way that target localization error (TLE) is not considered. In this paper, we first propose a new type of error that is referred to as total targe…

Cited by 20SourceScholar
2016

Automate surgical tasks for a flexible Serpentine Manipulator via learning actuation space trajectory from demonstration

ICRA 2016

Surgical robotic systems with miniaturized flexible Tendon-driven Serpentine Manipulators (TSM) have enjoyed increasing popularities among surgeons and researchers for their advantages of working in constrained and torturous human lumen such as oral cavity and upper GI tract. However, they suffer fr

Cited by 17SourceScholar
2016

Development of a Multi-Channel Concentric Tube Robotic System With Active Vision for Transnasal Nasopharyngeal Carcinoma Procedures

RA-L 2016

Minimally invasive surgery-based nasopharyngeal cancer treatment is promising, but currently, it is not a common treatment choice because of the absence of suitable tools. In this letter, a multi-channel concentric tube robot is proposed for the treatment of nasopharyngeal cancer based on natural or

Cited by 46SourceScholar
2016

Motion Planning Based on Learning From Demonstration for Multiple-Segment Flexible Soft Robots Actuated by Electroactive Polymers

RA-L 2016

Multiple-segment flexible and soft robotic arms composed by ionic polymer--metal composite (IPMC) flexible actuators exhibit compliance but suffer from the difficulty of path planning due to their redundant degrees of freedom, although they are promising in complex tasks such as crossing body caviti

Cited by 80SourceScholar
2016

Towards hybrid control of a flexible curvilinear surgical robot with visual/haptic guidance

IROS 2016poster

Comprised of multiple telescoptic precurved tubes that can independently rotate and translate, concentric tube robots (CTRs) are favorable in minimally invasive surgeries thanks to their small size and considerable dexterity along with curvilinear accessibility. However, there is a lack of investiga…

Cited by 21SourceScholar
2015

Distortion invariant joint-feature for visual tracking in catadioptric omnidirectional vision

ICRA 2015poster

Central catadioptric omnidirectional images exhibit serious nonlinear distortions due to quadratic mirrors involved. Conventional visual features developed based on the perspective model are hard to achieve a satisfactory performance when directly applied to the distorted omnidirectional image. This…

Cited by 7SourceScholar
2015

Minimum sweeping area motion planning for flexible serpentine surgical manipulator with kinematic constraints

IROS 2015poster

Flexible serpentine manipulators are widely used in surgical robots as it can be operated inside the patient's body cavity by backbone bending. However, during the bending the manipulator sweeps over a region, where sensitive organs may locate. This raises the safety concern. In this paper, a motion…

Cited by 13SourceScholar
2015

Motion planning of continuum tubular robots based on centerlines extracted from statistical atlas

IROS 2015poster

Continuum tubular robots, which are constructed by telescoping pre-curved elastic tubes, are capable of balancing the force application and steerability during minimally invasive surgeries. These devices are able to reach the desired surgical sites in body cavities without colliding with critical bl…

Cited by 33SourceScholar
2015

Soft oral interventional rehabilitation robot based on low-profile soft pneumatic actuator

ICRA 2015poster

Mandibular mobility plays a significant role in human daily lives, enabling food intake, respiration, speaking, and other oral activities. However, as for the patients suffering from mandibular mobility disorders, their mandible functions are deteriorated, which severely affects their quality of lif…

Cited by 41SourceScholar