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CHI KIT NG

5 accepted papers

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

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
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

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