Cambridge

Cambridge Robotics Group

A focused research group for physical intelligence, 3D robot perception, neural mapping, localization, and robotics for the built world.

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Purpose

Robots that understand geometry, semantics, and change.

The Cambridge Robotics Group connects PIRLab research with the University of Cambridge ecosystem in engineering, computer vision, construction automation, and embodied AI.

The group emphasizes deployable perception: scene-level reconstruction, robust localization, dynamic mapping, 3D/4D representation learning, and robotic systems that work beyond clean laboratory settings.

Robot Perception

Depth, LiDAR, RGB-D, point cloud learning, 2D-3D registration, segmentation, and object-level motion.

Mapping and SLAM

Dense semantic maps, neural implicit representations, localization, relocalization, and digital twin construction.

Built-World Robotics

Robotics and AI methods for construction, infrastructure, spatial intelligence, and physical scene understanding.

Group Members

Guangming Wang

Group Lead

Dr Guangming Wang

Assistant Professor at the Cambridge-Ireland International Centre and Research Associate at the University of Cambridge; physical intelligence, robot world models, 3D vision, SLAM, and embodied AI.

Zhishuo Liu

Cambridge Student

Zhishuo Liu

PhD student at Cambridge.

Nandeesh

Cambridge Student

Nandeesh

PhD student at Cambridge.

Ting Li

Cambridge Student

Ting Li

MPhil student at TUM.

Xinghui Tao

Cambridge Student

Xinghui Tao

PhD student at Cambridge.

Caroline Wendlandt

Cambridge Student

Caroline Wendlandt

MPhil student at TUM.

Sean Deng

Cambridge Student

Sean Deng

Undergraduate student at Cambridge.

Xiaoyu Zhang

Cambridge Student

Xiaoyu Zhang

Undergraduate student at Cambridge.

Jiucai

Cambridge Student

Jiucai

PhD student at Cardiff.

Yucheng

Cambridge Student

Yucheng

PhD student at Tsinghua University.

Yunxiang

Cambridge Student

Yunxiang

PhD student at Tsinghua University.

Yixiong Jing

Group Co-Lead

Dr Yixiong Jing

Postdoctoral Research Associate at the University of Cambridge; 3D reconstruction, generative models, physical reasoning with 3DGS, and robotics.

Haibing Wu

Group Co-Lead

Haibing Wu

PhD Candidate in the CV4DT Research Group.

Wanru Yang

Cambridge Student

Wanru Yang

PhD student at Cambridge.

Chenhong Zhang

Researcher

Chenhong Zhang

PhD Candidate in the CV4DT Research Group.

Advisory Board

Cambridge advisory board.

Laing O'Rourke Associate Professor in Construction Engineering at Cambridge; intelligent underground construction and monitoring.

Group Lead and Assistant Research Professor in CV4DT; 3D building reconstruction, digital twins, and construction robotics collaboration.

Representative work

Cambridge-facing themes in 3D robot vision.

NeRF in Robotics survey graphic

Robotics survey

NeRF in Robotics: A Survey

A field-level synthesis of neural radiance fields for robot perception, mapping, navigation, manipulation, and simulation.

SNI-SLAM semantic neural implicit mapping

Semantic mapping

SNI-SLAM: Semantic Neural Implicit SLAM

Dense semantic mapping and tracking through neural implicit representations and feature collaboration.

I2PNet registration visualization

Localization

End-to-end 2D-3D Registration between Image and LiDAR Point Cloud

Direct image-to-point-cloud registration for vehicle localization with differentiable association.

Join

Cambridge-oriented projects welcome strong builders.

Students with backgrounds in 3D vision, SLAM, robotics, construction automation, simulation, or machine learning are encouraged to get in touch.

Contact