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Dataset sequences

Naming

We provide several types of sequences for evaluating the multi-spectral nvigation systems. The naming is explained below. The key words have been bolded.

  • Scene:
    • desk: Sequences in the room with Motion Capture system, where ground truth poses are available for the entire trajectory.
    • magistrale: Sequences featuring a walk around in a university building. Ground truth poses are available for the start and end segments.
    • outdoor: Outdoor sequences. Ground truth poses are available for the start and end segments.
    • lift: Specially changeling sequences which contain the camera leads to different floors via elevator. Ground truth poses are available for the start and end segments.
  • Illumination:
    • bright: Most desk sequences recorded in bright environments,
    • varing: ic data with lights turned on and off randomly.
    • dim: dim data where the scene is dark.
    • complex: magistrale and outdoor sequences are recorded under complex illumination.
  • Motion:
    • halfsphere : the camera moves along the trajectory of a halfsphere with a diameter of 1m.
    • xyz : the camera moves approximately along the x, y, and z axes.
    • rpy : the camera only rotates with roll, pitch, and yaw motion.
    • circle : the camera moves approximately around a circle.
    • static : the camera is nearly motionless.
  • Other:
    • dy : a person is walking around in front of the setup to add disturbances.
    • person : a person sitting in front of a desk to provide striking contrasts in textures in the thermal images.
    • day : the data is collected before sunset
    • night : the data is collected after sunset

Topic

The bag files contain the following message topics:

  • /camera/image_raw (sensor_msgs/Image): raw color images from the standard camera
  • /optris/thermal_image (sensor_msgs/Image): raw thermal images from the LWIR camera
  • /camera/flag_state (msdi_ros/Flag): flag states of the LWIR camera
  • /kinect2/qhd/image_color_rect (sensor_msgs/Image): Rectified color images from Kinect2
  • /kinect2/qhd/image_depth_rect (sensor_msgs/Image): Rectified depth images from Kinect2
  • /kinect2/sd/image_ir_rect (sensor_msgs/Image): Rectified near infrared (NIR) images from Kinect2
  • /imu/data (sensor_msgs/Imu): IMU data (only for the complex environment)
  • /vrpn_client_node/RigidBody/pose (geometry_msgs/PoseStamped): raw poses from the motion capture system

New ROS msg

msdi_ros/Flag is a msg defined in Bag_extractor package(Github Page). It only has two parts:

Header header
uint32 flag_state

Bag extractor

A example (Github Page) of how to extract multi-spectal data from bags and how to genarate dense depth images on the standard camera's viewpoint.

Download link

The environment under bright illumination

Sequence Name Duration(s) Size(GB) Avg. Trans. Vel. [m/s] Avg. Rot. Vel. [deg/s] link(Baidu Pan) link(Google Drive) Difficulty
desk1-halfsphere 68.34 5.18 0.1266 13.2977 提取码: ztbz 链接 Download Easy
desk1-rpy 61.40 7.32 0.0524 15.6739 提取码: myuc 链接 Download Easy
desk1-static 25.28 3.03 0.0014 1.2815 提取码: rm96 链接 Download Easy
desk1-xyz 48.55 5.93 0.1662 12.5325 提取码: mpuk 链接 Download Easy
desk2-circle 34.53 3.81 0.1261 9.7276 提取码: 2dq5 链接 Download Easy
desk2-halfsphere 44.32 5.18 0.0965 8.6699 提取码: 5c9m 链接 Download Easy
desk2-rpy 47.70 5.52 0.0450 13.3737 提取码: 936f 链接 Download Easy
desk2-static 33.37 3.99 0.0113 2.6567 提取码: uyu2 链接 Download Easy
desk2-xyz 44.96 3.99 0.1492 8.2026 提取码: 9jt8 链接 Download Easy
desk1-circle-person 33.81 4.07 0.2060 13.3581 提取码: bhgk 链接 Download Easy
desk1-halfsphere-person 76.97 9.37 0.1097 10.7502 提取码: i827 链接 Download Easy
desk1-rpy-person 60.09 7.10 0.0484 15.7353 提取码: d2di 链接 Download Easy
desk1-rpy-person-slow 59.53 6.93 0.0448 18.3272 提取码: queg 链接 Download Easy
desk1-static-person 19.97 2.14 0.0020 1.4005 提取码: j94s 链接 Download Easy
desk1-xyz-person 51.16 6.23 0.1422 11.9822 提取码: 69ue 链接 Download Easy
desk1-halfsphere-dy 64.07 7.28 0.1425 13.0772 提取码: kfjj 链接 Download Easy
desk1-rpy-dy 48.45 5.48 0.0546 14.5771 提取码: gced 链接 Download Easy
desk1-static-dy 24.92 2.81 ) 0.0013 0.4209 提取码: s4ye 链接 Download Easy
desk1-xyz-dy 48.76 5.38 0.1542 7.5778 提取码: 3axs 链接 Download Easy

The environment under varing illumination

Sequence Name Duration(s) Size(GB) Avg. Trans. Vel. [m/s] Avg. Rot. Vel. [deg/s] link(Baidu Pan) link(Google Drive) Difficulty
desk1-rpy-ic 62.84 7.20 0.0485 15.5414 提取码: vat8 链接 Download Hard
desk1-halfsphere-ic 73.58 8.48 0.1125 12.2998 提取码: 8vti 链接 Download Hard
desk1-static-ic 27.67 3.05 0.0015 0.4493 提取码: tf7k 链接 Download Hard
desk1-static-ic-lampon 24.74 2.77 0.0009 0.4519 提取码: 9k6t 链接 Download Hard
desk1-xyz-ic 67.29 7.81 0.1243 9.6570 提取码: gac5 链接 Download Hard
desk2-circle-ic 30.13 3.36 0.1246 7.5655 提取码: ccgx 链接 Download Hard
desk2-rpy-ic 64.88 7.30 0.0475 10.9869 提取码: htej 链接 Download Hard
desk2-static-ic 23.95 2.74 0.0348 5.4931 提取码: iw59 链接 Download Hard
desk2-xyz-ic 52.17 5.77 0.1150 11.8753 提取码: pc4k 链接 Download Hard
desk2-halfsphere-ic 73.58 8.48 0.1005 8.0885 提取码: tw2d 链接 Download Hard
desk1-halfsphere-ic-person 66.99 7.45 0.1158 13.6747 提取码: fcbb 链接 Download Hard
desk1-rpy-ic-person 56.23 6.32 0.0464 16.4843 提取码: h48m 链接 Download Hard
desk1-static-ic-person 33.87 3.74 0.0082 2.6343 提取码: 9vhm 链接 Download Hard
desk1-xyz-ic-person 54.19 6.19 0.1550 11.9565 提取码: xp9u 链接 Download Hard

The environment under dim illumination

Sequence Name Duration(s) Size(GB) Avg. Trans. Vel. [m/s] Avg. Rot. Vel. [deg/s] link(Baidu Pan) link(Google Drive) Difficulty
desk1-halfsphere-dim 69.23 7.12 0.1348 12.6894 提取码: tcmr 链接 Download Medium
desk1-halfsphere-dim2 67.89 6.98 0.1346 11.7965 提取码: h36m 链接 Download Medium
desk1-rpy-dim 48.01 4.92 0.0490 14.6452 提取码: cqs3 链接 Download Medium
desk1-rpy-dim2 52.57 5.39 0.0501 13.9791 提取码: 4sch 链接 Download Medium
desk1-static-dim 21.53 2.18 0.0009 0.2913 提取码: vsgf 链接 Download Medium
desk1-static-dim2 19.42 1.97 0.0028 1.4049 提取码: yp49 链接 Download Medium
desk1-xyz-dim 53.69 5.51 0.1463 7.5768 提取码: uqir 链接 Download Medium
desk1-xyz-dim2 53.81 5.52 0.1564 7.5196 提取码: djkd 链接 Download Medium

The complex environment

Sequence Name Duration(s) Size(GB) link(Baidu Pan) link(Google Drive) Difficulty
magistrale-23-day1 200.594 28.70 提取码: wi6j 链接 Download Crazy
magistrale-23-day2 198.875 27.89 提取码: dbx3 链接 Download Crazy
magistrale-23-night1 191.626 24.71 提取码: hgf5 链接 Download Crazy
magistrale-23-night2 201.626 27.91 提取码: r16u 链接 Download Crazy
magistrale-24-night1 242.126 33.45 提取码: 4v3f 链接 Download Crazy
magistrale-24-night2 260.242 35.09 提取码: uq7k 链接 Download Crazy
magistrale-24-night3 257.468 35.54 提取码: p9wk 链接 Download Crazy
magistrale-lift-23-night 110.532 15.64 提取码: 5muf 链接 Download Crazy
magistrale-lift-24-night 166.502 23.35 提取码: ksqz 链接 Download Crazy
magistrale-lift-234-night 212.062 29.42 提取码: uxut 链接 Download Crazy
outdoor-night1 453.84 60.05 提取码: jyej 链接 Download Crazy
outdoor-night2 458.11 61.25 提取码: s12u 链接 Download Crazy