M3DSS-dataset

UGV

Introduction

The UGV platform adopts scenes suitable for unmanned vehicles, mainly collecting on flat ground, including outdoor and indoor scenes, and records under different lighting conditions. To ensure enough data is captured in different scenarios, our platform includes multiple sensors, including 3D mechanical lidar, solid-state lidar, RGB-D camera, IMU, GNSS/INS-RTK (outdoor), RGB camera and four event camera. The sensor setup is similar to M3DSS Quadruped_robot , enhancing the versatility and ease of use of our dataset.


Sensor list

(1)3D Mechanical LiDAR(VLP-32C)

Frequency:

10Hz

FOV:

360°(Horizontal),-25°~15°(Vertical)

Beam:

32

Distance:

up to 200m


(2)Solid-state LiDAR (Livox Mid-360)

Frequency:

10Hz

FOV:

360°(Horizontal),59°(Vertical)

Distance:

up to 70m


(3)RGB-D Camera (D455)

Frequency:

30Hz

Resolution:

1280*720 pixel

FOV:

87°(Horizontal),58°(Vertical)


(4)IMU (Hipnuc CH104_UM_CN)

Frequency:

400Hz


(5)GNSS/INS-RTK (Hipnuc CH310S)

Frequency:

400Hz


(6)RGB Camera (Hikrobot MV-CI003-GL-N6)

Frequency:

20Fps

Resolution:

1440*1080 pixel

FOV:

96.8°(Horizontal),79.4°(Vertical)


(7)Event Camera

Inivation DAVIS346-color:

Quantity:

X2

    

Frequency:

1000Hz

    

Resolution:

346×260 pixel

    

IMU:

MPU6150, 6-axis

    


Sensor setups

Image description Image description

CAD drawings

Image description Image description Image description

Calibration rosbag and Our calibration result

title1

title2

title3

title4

Image Image Image Image

Calibration:rosbag

Calibration:rosbag

Calibration:rosbag

Calibration:rosbag


Our calibration result:txt


Data

Street_day

Street_night

Image Image

Data: rosbag

Groud-Truth: rosbag

Data: rosbag

Groud-Truth: rosbag



Parkway_loop_day

Parkway_loop_night

Image Image

Data: rosbag

Groud-Truth: rosbag

Data: rosbag

Groud-Truth: rosbag



Parkway_eight_loop_day

Parkway_eight_loop_night

Image Image

Data: rosbag

Groud-Truth: rosbag

Data: rosbag

Groud-Truth: rosbag



Indoor loop

Indoor aggressive circle

Image Image

Data: rosbag

Groud-Truth: rosbag

Data: rosbag

Groud-Truth: rosbag


Corridor

Underground

Image Image

Data: rosbag

Groud-Truth: rosbag

Data: rosbag

Groud-Truth: rosbag



Elevator

MCR normal loop light

Image Image

Data: rosbag

Groud-Truth: rosbag

Data: rosbag

Groud-Truth: rosbag



MCR normal loop dark

MCR normal loop hdr

Image Image

Data: rosbag

Groud-Truth: rosbag

Data: rosbag

Groud-Truth: rosbag



MCR aggressive loop light

MCR aggressive loop dark

Image Image

Data: rosbag

Groud-Truth: rosbag

Data: rosbag

Groud-Truth: rosbag



MCR aggressive loop hdr

Image

Data: rosbag

Groud-Truth: rosbag




All topics published by UGV platform

Sensors Topics
Event cameras /DAVIS346_left/events
/DAVIS346_left/image
/DAVIS346_left/imu
/DAVIS346_right/events
/DAVIS346_right/image
/DAVIS346_right/imu
IMU /IMU_data
VI-sensor /camera/infra1/image_rect_raw
/camera/infra2/image_rect_raw
Infrared camera /hikrobot_infrared_camera/rgb
RGB cameras /hikrobot_left_camera/rgb
/hikrobot_right_camera/rgb 
Solid-State LiDAR /livox/imu
/livox/lidar
Mechanical LiDAR /velodyne_packets
/velodyne_points
NOKOV ground truth (part) /vrpn_client_node/Trackerxx/pose