Datasets from the ATC shopping center

As part of our project on enabling mobile social robots to work in public spaces (project homepage in Japanese, founded by JST/CREST) we set up a tracking environment in the "ATC" shopping center in Osaka, Japan. The system consists of multiple 3D range sensors, covering an area of about 900 m2. You can find more details about the system in the reference paper below.

Here is a video showing the tracking system in action:


We provide the complete person tracking dataset as well as a sample of the raw sensor measurements.

ATC pedestrian tracking dataset

The data provided here was collected between October 24, 2012 and November 29, 2013. In general the data collection was done every week on Wednesday and Sunday, from morning until evening (9:40-20:20). The dataset consists of 92 days in total. Refer to the list of days for details on the included dates.

The data is provided as CSV files, one file for each day (file names are in the format atc-YYYYMMDD.csv). Each row in a CSV file corresponds to a single tracked person at a single instant, and it contains the following fields:
time [ms] (unixtime + milliseconds/1000), person id, position x [mm], position y [mm], position z (height) [mm], velocity [mm/s], angle of motion [rad], facing angle [rad]

The dataset is split into 9 parts, each consisting of 10 or 11 single-day CSV files compressed together in a 7z archive. The files are big, so downloading might take a while. (If you just want to try the data out, here is a single day sample [201 MB]).

Tracking data - part 1 [3.9 GB]
Tracking data - part 2 [4.2 GB]
Tracking data - part 3 [3.9 GB]
Tracking data - part 4 [4.4 GB]
Tracking data - part 5 [4.4 GB]
Tracking data - part 6 [4.7 GB]
Tracking data - part 7 [4.1 GB]
Tracking data - part 8 [5.1 GB]
Tracking data - part 9 [4.6 GB]

You can also download a sample SQL script for loading the uncompressed CSV files into an SQL database.

Raw sensor data sample

This is a sample of the raw measurement data taken from all 49 3D range sensors installed in ATC. The data is for the period from 13:00 to 13:15 on November 14, 2012. (A larger dataset can be provided upon request.)

The files are compressed as tar.gz. They are rather big, so downloading might take a while.

Raw data 1 (sensors A1-11, V1-2) [2.9 GB]
Raw data 2 (sensors P1-12) [4.0 GB]
Raw data 3 (sensors P13-24) [3.8 GB]
Raw data 4 (sensors P24-36) [3.9 GB]

Sensor description and calibration details (xlsx)

Sample data reading program (Java)

License

The datasets are free to use for research purposes only. In case you use the datasets in your work please be sure to cite the reference paper below.

Reference

D. Brscic, T. Kanda, T. Ikeda, T. Miyashita, "Person position and body direction tracking in large public spaces using 3D range sensors", IEEE Transactions on Human-Machine Systems, Vol. 43, No. 6, pp. 522-534, 2013

Related papers

You might also like to check out the works where we analyzed the tracking data:

Inquiries and feedback

For any questions concerning the datasets please contact: