EPIC Lab

EPIC Estimation · Perception · Intelligence · Computing

Reliable intelligence for the physical world.

From uncertainty to reliable action.

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EPIC Lab builds estimation and perception systems for robots that localize, map, and act under uncertainty.

State EstimationVisual-inertial navigation, aided inertial navigation, calibration, and robust multi-sensor fusion.View workHide work

Fast, reliable motion estimation.

Related papers and open-source systems from our VIO and multisensor navigation work.

Sqrt-VINS TRO 2025
Open source / TRO 2025
sqrtVINS

Square-root filtering for ultrafast, numerically stable visual-inertial estimation.

MINS multisensor navigation system
Open source / JFR 2025
MINS

A modular multisensor-aided inertial navigation system for camera, wheel, GNSS, and LiDAR fusion.

miniVIO runtime composition
IROS 2026
miniVIO

Minimal visual-inertial odometry with compact motion constraints for efficient estimation.

Spatial PerceptionSLAM, semantic mapping, active sensing, and scene understanding for physical systems.View workHide work

Perception that carries geometry.

Selected work on dense maps and planar structure for spatially aware robot perception.

NeRF-VINS navigation system
ICRA 2024
NeRF-VINS

Real-time NeRF map-based navigation connecting localization with dense scene representation.

Monocular VIO with planar regularities
Open source / ICRA 2023
Plane-Regularized VIO

Monocular visual-inertial odometry that uses planar regularities in indoor structure.

Physical AIPlanning under uncertainty, target tracking, perceptive locomotion, and deployment-aware robot intelligence.View workHide work

Robots that work beyond demos.

Current workshop activity around active perception, interaction, and long-horizon deployment.

Full-Shift Robot Workers IROS 2026 workshop flyer
IROS 2026 Workshop
Full-Shift Robot Workers

Active perception and interaction for robots that need to operate across human environments.

Explore papers, code, and current work: Publications, GitHub, and Google Scholar.

Team

Chuchu Chen
Principal Investigator

Chuchu Chen

Assistant Professor, Mechanical & Aerospace Engineering, The George Washington University.

Email

Ph.D. Students

Yifu (Joseph) Tian
Ph.D. Student · Incoming Fall 2026

Yifu (Joseph) Tian

B.Eng. in Electrical and Computer Engineering, The Chinese University of Hong Kong.

Ruijie (Nerako) Li
Ph.D. Student · Incoming Fall 2026

Ruijie (Nerako) Li

M.S. in Computer Science, UC San Diego; dual B.Eng. degrees.

Master's Students

Zhentao Fan
Master's Student · Since 2026

Zhentao Fan

B.Eng., Guangdong University of Technology.

Undergraduate Researchers

Lucas Tovar-Gaytan
Undergraduate Researcher · Since 2026

Lucas Tovar-Gaytan

Mechanical & Aerospace Engineering, The George Washington University.

William Wang
Undergraduate Researcher · Since 2026

William Wang

Mechanical & Aerospace Engineering, The George Washington University.

Alumni

Matthew Chapin
Alumnus · Former Undergraduate Researcher

Matthew Chapin

Mechanical Engineering, The George Washington University.