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A repository of Robotics datasets (Scroll down! There are more pages...)

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What's this? Scroll down! Below, there is a large collection of robotic datasets from various mobile robots, vehicles, or just handheld sensors. Available datasets include sensors from 2D laser scanners up to RTK GPS, stereo cameras or 3D ToF cameras.

File formats? You won't have to struggle among different dataset formats, since all here are in the Rawlog common robotics dataset format, capable of handling any variety of sensors with precise timestamping. More information on the format and available software tools to visualize and manipulate the files can be found here.

Who? The repository began to hold datasets collected by the MAPIR lab, but since then it has growth and now holds datasets from many other labs which were previously available online, and were converted into the Rawlog format. In those cases, it has been clearly stated the original authors and webs.

Yours not here? If you have a dataset and want it to appear here, contact us at .

Other dataset repositories:  Radish"Bundle Adjustment in the Large" datasets

The Málaga Stereo and Laser Urban Data Set

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1. Summary

Dataset Citroen Car

This dataset was gathered entirely in urban scenarios with a car equipped with several sensors, including one stereo camera (Bumblebee2) and five laser scanners.

 

 

 

Collection of 33 Kinect (RGB+D) datasets with 6D ground truth (by the CVPR team @ Technische Universitat Munchen)

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DOWNLOAD Odometry? SICK LMS? HOKUYO LMS? Mono. cam.? Stereo cam.? GPS? Inertial? eNoses? 3D cam.
Download.png (rawlog_rgbd_dataset_freiburg1_360.tgz - 0.4Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg1_desk2.tgz - 0.3Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg1_desk.tgz - 0.3Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg1_floor.tgz - 0.7Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg1_ir_calibration.tgz - 0.6Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg1_plant.tgz - 0.7Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg1_rgb_calibration.tgz - 0.9Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg1_room.tgz - 0.8Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg1_rpy.tgz - 0.4Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg1_teddy.tgz - 0.9Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg1_xyz.tgz - 0.5Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_360_hemisphere.tgz - 1.4Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_360_kidnap.tgz - 0.7Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_coke.tgz - 1.3Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_desk.tgz - 1.9Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_desk_with_person.tgz - 2.5Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_dishes.tgz - 1.5Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_flowerbouquet_brownbackground.tgz - 1.7Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_flowerbouquet.tgz - 1.2Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_ir_calibration.tgz - 0.7Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_large_checkerboard_calibration.tgz - 1.4Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_large_no_loop.tgz - 1.8Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_large_with_loop.tgz - 2.8Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_metallic_sphere2.tgz - 1.2Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_metallic_sphere.tgz - 1.0Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_pioneer_360.tgz - 0.4Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_pioneer_slam2.tgz - 1.2Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_pioneer_slam3.tgz - 0.9Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_pioneer_slam.tgz - 1.3Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_rgb_calibration.tgz - 1.1Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_rpy.tgz - 2.0Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_teddy.tgz - 1.1Gb)                  
Download.png (rawlog_rgbd_dataset_freiburg2_xyz.tgz - 2.2Gb)                  

Record date: 2011

Record place: Freiburg

Robot/Vehicle: Hand-held kinect

Additional info:
This dataset is a derived work from the collection [1] published by the CVPR team in the TUM University. According to the original "Creative Commons Attribution" license, this derived work is also released under identical terms.

The dataset has been converted into the Rawlog format [2] and published in the aim of it being useful to MRPT users. It can be visualized and manipulated with MRPT tools, available for download at [3].

This tutorial explains how to parse the datasets to emulate real-time applications from an MRPT program: http://www.mrpt.org/Switching_between_reading_live_Kinect_RGBD_dataset_f...

Ubuntu users can also install:

 sudo apt-get install libmrpt-dev mrpt-apps

and then right-click on *.rawlog files to open them with RawLogViewer (see a demo video on YouTube).

Note that RGB, depth and accelerometer data are available for each "observation". 3D point clouds haven't been pre-generated to save space, but they can be easily recovered by using "rawlog-edit":

 rawlog-edit -i [INPUT.rawlog] -o [OUTPUT.rawlog] --generate-3d-pointclouds

Please, cite the original works by the corresponding authors when citing this dataset [4,5].

To download all the datasets in a row, download this list and invoke:

  wget -i rgbd_tum_datasets_2011.txt

The source code of the tool used to convert these datasets into the "rawlog" format is available as one of MRPT's code examples.

Some notes about the differences between Kinect datasets in Rawlog format and in the TUM originals:

  • In MRPT, a Kinect observation object (CObservation3DRangeScan) can store the three fields simultaneously: range image, RGB data and projected 3D point coordinates. 
  • An observation is created only when both range & RGB data are available in the dataset with a difference in timestamp below half the kinect period (1/30 sec). That means that due to ocasional losses in the original datasets, the rate of observations is less than 30Hz.
  • Only one IMU entry is kept per RGB+Range pair. If you need high-rate accelerometer data, please download the TUM original data files.  

[1] Original datasets: http://cvpr.in.tum.de/data/datasets/rgbd-dataset/
[2] Rawlog format specification: http://www.mrpt.org/Rawlog_Format
[3] MRPT downloads: http://www.mrpt.org/download
[4] http://cvpr.in.tum.de/data/datasets/rgbd-dataset?key=sturm11rss-rgbd
[5] http://cvpr.in.tum.de/data/datasets/rgbd-dataset?key=engelhard11euron-wo...

Dataset: fr079

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DOWNLOAD Odometry? SICK LMS? HOKUYO LMS? Mono. cam.? Stereo cam.? GPS? Inertial? eNoses? 3D cam.
Download.png (6.8Mb)                  

Record date: DEC/2003

Record place: Building 079 at the University of Freiburg

Robot/Vehicle:

Additional info: AUTHORS: This dataset was recorded by Cyrill Stachniss in Building 079 at the University
of Freiburg.
This is a converted version from CARMEN logs, which were downloaded from:
- D. Holz & S. Behnke: http://www.ais.uni-bonn.de/~holz/spmicp/
- G.D. Tipaldi : http://www.openslam.org/flirtlib.html

Note: This dataset package includes an already built simplemap and gridmap (as binary object and as image), and two rawlogs with original and with "corrected" odometry.

Dataset: Malaga office 2.3.7

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DOWNLOAD Odometry? SICK LMS? HOKUYO LMS? Mono. cam.? Stereo cam.? GPS? Inertial? eNoses? 3D cam.
Download.png (89.4Mb)                  

Record date: 2007-MAR-26

Record place: Office 2.3.7, ETSI Informatica, University of Malaga.

Robot/Vehicle: Sancho

Additional info: PATH LENGTH: 6.4m approx.
RAWLOG ENTRIES: 1154.

Dataset: Intel (2003)

Tags: 
DOWNLOAD Odometry? SICK LMS? HOKUYO LMS? Mono. cam.? Stereo cam.? GPS? Inertial? eNoses? 3D cam.
Download.png (1.8Mb)                  

Record date: 2003

Record place: Interior of the Intel Research Lab in Seattle.

Robot/Vehicle:

Additional info: PATH LENGTH: 506m approx.
RAWLOG ENTRIES: 5452.
AUTHORS: Dieter Fox, University of Washington. Original dataset available here.

Dataset: A. Davison's Monoslam test video

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DOWNLOAD Odometry? SICK LMS? HOKUYO LMS? Mono. cam.? Stereo cam.? GPS? Inertial? eNoses? 3D cam.
Download.png (32.0Mb)                  

Record date: ??

Record place: Indoor, office scenario.

Robot/Vehicle:

Additional info: PATH LENGTH: A few meters.
RAWLOG ENTRIES: 1000.
AUTHORS: Dr. Andrew Davison, from the Imperial College London. Original dataset available here.

Dataset: The Victoria Park

Tags: 
DOWNLOAD Odometry? SICK LMS? HOKUYO LMS? Mono. cam.? Stereo cam.? GPS? Inertial? eNoses? 3D cam.
Download.png (2.0Mb)                  

Record date: ??

Record place: The Victoria Park, Sydney, Australia.

Robot/Vehicle:

Additional info: PATH LENGTH: 4Km approx.
RAWLOG ENTRIES: 4832.
AUTHORS: Dr. Jose Guivant, from the University of Sydney. Original dataset available here.

Dataset: Edmonton 2002

Tags: 
DOWNLOAD Odometry? SICK LMS? HOKUYO LMS? Mono. cam.? Stereo cam.? GPS? Inertial? eNoses? 3D cam.
Download.png (2.0Mb)                  

Record date: 2002-JUL-28

Record place: Edmonton Convention, Centre (Site of the AAAI 2002 Grand Challenge).

Robot/Vehicle: GRACE

Additional info: PATH LENGTH: 327m approx.
RAWLOG ENTRIES: 6010.
AUTHORS: Nick Roy, MIT. Original dataset available here.

Dataset: Kenmore (decimated + estimated odometry)

Tags: 
DOWNLOAD Odometry? SICK LMS? HOKUYO LMS? Mono. cam.? Stereo cam.? GPS? Inertial? eNoses? 3D cam.
Download.png (10.3Mb)     x2              

Record date: 2006-NOV-20

Record place: Suburban streets in Kenmore, QLD, Australia.

Robot/Vehicle: A Toyota Prado with two SICK LMS on its roof.

Additional info: PATH LENGTH: 18 Km approx.
RAWLOG ENTRIES: 26283.
AUTHORS OF THE ORIGINAL DATASET: Michael Bosse, from Australia's Commonwealth Scientific and Industrial Research Organisation (CSIRO). Original dataset available here.

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