Robust Perception and Mobile Robotics Lab (RPM Robotics Lab) focuses on perceptual simultaneous localization and mapping (SLAM). Main research interest and detailed robotics topics include perception-based environment mapping, intelligent sensor fusion, decision making and control of the robotic agents, robotic operation, and navigation in GPS-denied environments (e.g., underwater, urban, and indoor environments).
Datasets (click to expand):
- 📂 Complex Urban Dataset : Complex Urban Dataset with Multi-level Sensors from Highly Diverse Urban Environments;
- 📂 MulRan : Multimodal Range Dataset for Urban Place Recognition;
- 📂 STheReO Dataset : Stereo Thermal Dataset for Research in Odometry and Mapping;
- 📂 TRansPose : Large-Scale Multispectral Dataset for Transparent Object;
- 📂 HeLiPR Dataset : Heterogeneous LiDAR Dataset for inter-LiDAR Place Recognition;
Sensor Calibration (click to expand):
- 📂 Discocal (CVPR'24) : Unbiased Estimator for Distorted Conics in Camera Calibration;
- 📂 PeLiCal (ICRA'24) : Targetless Extrinsic Calibration via Penetrating Lines for RGB-D Cameras with Limited Co-visibility;
LiDAR SLAM for Enhanced Resilience (click to expand):
- 📂 Scan Context (IROS'18) : Egocentric Spatial Descriptor for Place Recognition within 3D Point Cloud Map;
- 📂 Scan Context++ (T-RO'22) : Structural Place Recognition Robust to Rotation and Lateral Variations in Urban Environments;
- 📂 MA-LIO (RA-L'23) : Asynchronous Multiple LiDAR-Inertial Odometry using Point-wise Inter-LiDAR Uncertainty Propagation;
Radar in Robot Navigation (click to expand):
- 📂 PhaRaO (ICRA'20) : Direct Radar Odometry using Phase Correlation;
- 📂 RaPlace (IROS'23) : Place Recognition for Imaging Radar using Radon Transform and Mutable Threshold;
- 📂 Co-RaL (IROS'24) : Complementary Radar-Leg Odometry with 4-DoF Optimization and Rolling Contact;
Thermal Camera for SLAM beyond the Visible Spectrum (click to expand):
- 📂 sRGB-TIR (ICRA'23) : Edge-guided Multi-domain RGB-to-TIR image Translation for Training Vision Tasks with Challenging Labels;
- 📂 Fieldscale (RA-L'24) : Locality-Aware Field-based Adaptive Rescaling for Thermal Infrared Image;
Vision-based Robot Manipulation (click to expand):
- 📂 PrimA6D (RA-L'20) : Rotational Primitive Reconstruction for Enhanced and Robust 6D Pose Estimation;
- 📂 PrimA6D++ (RA-L'22) : Ambiguity-Aware Multi-Object Pose Optimization for Visually-Assisted Robot Manipulation;