About Me
Hi! I’m Chi Kit Ng (Justin), a PhD student at The Chinese University of Hong Kong (CUHK) in Electronic Engineering, supervised by Prof. Hongliang Ren in IMMlab.
My research focuses on end-to-end autonomous control of robotic endoscopes and intelligent surgical robotics.
I graduated from CUHK EE with First Class Honours, ranking 1/54.
Open Projects @ CUHK EE
I’m happy to cooperate with CUHK EE undergraduates (including FYP), Summer Research Internship (SRI) students, and MSc students (course project or MSc project).
- 🌱 Undergraduates (FYP/Independent Study) — under supervision from Prof. Ren or Prof. Lai or Prof. Gao
- ☀️ Funded CUHK UG Summer Research Internship — see the official program: USRI
- ☀️ CUHK International Summer UG Research Program (SURP) — see the official program: SURP
- 🎓 MSc Projects — scoped research/engineering topics aligned with your interests
Feel free to reach out and discuss ideas!
Example Topics (mix & match)
- Vision-Language-Action (VLA) with Large Language Model (LLM) as backbone
- Robotics+: AR/VR
- Reinforcement Learning
- Soft/continuum robot control (tendon-driven, Cosserat models, stiffness tuning modeling)
- AIoT: Artificial Intelligence + Internet of Things
- Federated Learning (FL)
- AI Chips
- Cross-border Communication
Previous research experiences
Northwestern University, AIML Lab, Supervised by Prof. Ping Guo
- Optical Meta-grating for Snapshot Multi-spectral Imaging, (ASPE 2025, Oral)
CUHK EE Image Processing Lab, supervised by Prof. Thierry Blu
CUHK AIoT Lab, supervised by Prof. Guoliang Xing and Prof. Xiaomin Ouyang
🔥 News
- 9.2026: Our work on Flexible Whole-body Tactile Sensing on a Soft Continuum Robot got the best poster award in [IROS workshop] 🎉
- 9.2026: Our work on visual quality examination of colonscopy accepted by top clinical conference [UEG 2026] 🎉
- 8.2026: EndoLIFT preprint released — bidirectional endoscopic control with language-disambiguated intent. [project page]
- 6.2026: 1 UG FYP paper accepted by
ICBIR. Congrat Hang Li! - 6.2026: 1 paper accepted by
RSS workshop. Congrat Xiyue! - 6.2026: 1 paper accepted by
IEEE-IROS. Congrat Jinsong. - 6.2026: Our project “CR agent for fire rescuing” earn the third prize of HK Challenge Plus. Thanks all contributors~
- 3.2026: Our embodied endoscopy dataset is available via Nvidia Open-H-Embodiment collection. Thanks all contributors~
- 2.2026: 3 papers accepted by
IEEE-ICRA. Thanks all contributors~ - 10.2025: Our SoftVisioBots team won the The First Place Award in ACM MM 2025 RoboSoft Workshop! Thanks all teammates~
- 10.2025: CAN-DRL accepted by
IEEE ROBIO 2025— T.J. Tarn Best Paper Award in Robotics. [project page] - 8.2025: EndoVLA accepted by
CoRL 2025(spotlight). - 6.2025: JEDP accepted by
IEEE-IROS-2025(Oral). - 12.2024: 🎉 Establish personal webpage
🤖 Projects
Project pages with videos, figures and full results live on the Endoscopic Autonomy site — my work on end-to-end autonomous control of flexible robotic endoscopes, in IMMlab at CUHK.
EndoVLA
Dual-phase vision-language-action model. One policy tracks polyps, abnormal mucosa and circumferential cutting markers from a surgeon's prompt.
CAN
Contact-aided navigation. Force feedback turns the deformable stomach wall into guidance rather than an obstacle, learned with PPO in an FEM simulation.
EndoLIFT
Language-disambiguated latent-conditioned rectified flow. The same view can demand opposite axial actions — an instruction selects forward navigation or urgent retraction.
Also: JEDP-RL — Jacobian exploratory dual-phase RL for dynamic endoluminal
navigation of deformable continuum robots (IROS 2025, oral) ·
arXiv. Related lab page:
EndoWAM.
📝 Publications
* equal contribution · † corresponding author. Full list on Google Scholar.
-
Preprint 2026EndoLIFT: Language-Disambiguated Latent-Conditioned Rectified Flow for Bidirectional Endoscopic Control, Chi Kit Ng*, Yidong Zhang*, Lui Siu Hing*, Jinsong Lin*, Tianchun Wu, Ho Yin Chim, Zhiqing Tang, Tao Yang, Huxin Gao, Trevor Yeung, Raymond Shing-Yan Tang, Hongliang Ren†. [project page] -
Preprint 2026CrossScope: A Role-Asymmetric World Model for Joint Dual-Scope Surgical Video Prediction, Wanhao Liu, Jinsong Lin, Rulin Zhou, Chi Kit Ng, Wenbin Pan, Zhiqing Tang, Dongyue Li, Liwei Luo, Yanshen Wu, Panshuo Li, Zhiyong Xiong, Huxin Gao, Tamas Haidegger, Hongliang Ren†. -
Preprint 2026EndoWAM: A Grounded World-Action Model for Generalizable Endoscopic Navigation, Jinsong Lin, Zikang Pan, Wanhao Liu, Chi Kit Ng, Liangjing Shao, Zihang Yu, Ziyu Wang, Yin Wang, Jiaxi Wang, Jeremy Yuen-Chun Teoh, Zhiyong Xiong, Huxin Gao, Hongliang Ren†. [project page] -
IROS 2026BiliVLA: Scene-Aware Vision-Language-Action Model with Reinforcement Learning for Autonomous Biliary Endoscopic Navigation, Jinsong Lin, Chi Kit Ng, Zhiyong Xiong, Zikang Pan, Yihan Hu, Tabassum Tamima, Ziyi Hao, Eddie Cheung, Jiewen Lai, Huxin Gao, Hongliang Ren†. -
IROS 2026GeoLanG: Geometry-Aware Language-Guided Grasping with Unified RGB-D Multimodal Learning, Rui Tang, Guankun Wang, Long Bai, Huxin Gao, Jiewen Lai, Chi Kit Ng, Jiazheng Wang, Fan Zhang, Hongliang Ren†. -
ICRA 2026TMR-VLA: Vision-Language-Action Model for Magnetic Motion Control of Tri-leg Silicone-based Soft Robot, Ruijie Tang, Chi Kit Ng, Kaixuan Wu, Long Bai, Guankun Wang, Yiming Huang, Yupeng Wang, Hongliang Ren†. -
Preprint 2026Open-H-Embodiment: A Large-Scale Dataset for Enabling Foundation Models in Medical Robotics, Nigel Nelson, Juo-Tung Chen, Jesse Haworth, Xinhao Chen, Lukas Zbinden et al. — multi-institution collaboration including Chi Kit Ng and Hongliang Ren. [dataset] -
Preprint 2026Leveling3D: Leveling Up 3D Reconstruction with Feed-Forward 3D Gaussian Splatting and Geometry-Aware Generation, Yiming Huang, Baixiang Huang, Beilei Cui, Chi Kit Ng, Long Bai, Hongliang Ren†. -
ROBIO 2025 (Oral)T.J. Tarn Best Paper Award in Robotics — Contact-Aided Navigation of Flexible Robotic Endoscope Using Deep Reinforcement Learning in Dynamic Stomach, Chi Kit Ng, Huxin Gao, Tian-Ao Ren, Jiewen Lai, Hongliang Ren†. [arXiv] [project page] -
IROS 2025 (Oral)Jacobian Exploratory Dual-Phase Reinforcement Learning for Dynamic Endoluminal Navigation of Deformable Continuum Robots, Yu Tian*, Chi Kit Ng*, Hongliang Ren†. -
CoRL 2025 (Spotlight)EndoVLA: Dual-Phase Vision-Language-Action for Precise Autonomous Tracking in Endoscopy, Chi Kit Ng*, Long Bai*, Guankun Wang*, Yupeng Wang, Huxin Gao, Kun Yuan, Chenhan Jin, Tieyong Zeng, Hongliang Ren†. [arXiv] [project page] -
ARSO 2024Navigation of Tendon-driven Flexible Robotic Endoscope through Deep Reinforcement Learning, Chi Kit Ng, Huxin Gao, Tian-Ao Ren, Jiewen Lai, Hongliang Ren†.
🎖 Honors and Awards
- 2026 Talent Development Scholarship by HKSAR government
- 2026 Lead “CR agent for fire rescuing” with third prize of HK Challenge Plus
- 2025 Lead “Soft VLA” with the First Place Award in ACM MM 2025 RoboSoft Workshop
- 2025 T.J. Tarn Best Paper Award in Robotics, IEEE ROBIO 2025 — Contact-Aided Navigation
- 2024 CUHK Capstone Project Competition Grand Final 2024 (Creative Award)
- 2022,23,24 CUHK Faculty Dean’s List
- 2021,22,23,24 CUHK United College Head’s List
- 2024 HKEX Foundation Scholarship for Biotechnology and Innovation
- 2024 Professor Chung Yu To Memorial Scholarship
- 2023 Chiang Chen Industrial Scholarship
- 2022,23,24 Suga Intl Holdings Limited Scholarship
- 2022 Chen Chih-Fan Scholarship
- 2021 Talent Development Scholarship by HKSAR government
📖 Education
- Sep 2024 – Aug 2028 (expected) — PhD, CUHK, Hong Kong
- Aug 2020 – Jul 2024 — BEng (1st Class Honours, rank 1/54), CUHK, Hong Kong
- Sep 2017 – Jul 2020 — Pui Ching Middle School, Hong Kong
👨🔬 Services
- Reviewer: MIR; CVPR; NeurIPS; CoRL; IROS; ICRA; RoboSoft; MICCAI
👨🏫 Teaching
Teaching Assistantships
- 2024–2026 Spring — ELEG3103 Robotic Perception and Intelligence
- 2024–2026 Fall — ELEG2202 Fundamentals of Electric Circuits
Mentees
- Yuqing Wei · UG FYP → HKPFS
- Sean Kong Ko Lun — website · UG intern → PhD student, CityU
🗣️ Languages
- Chinese: Cantonese, Mandarin, Hakka
- English