PiH Exception strategies Multimodal Database
- 1. University of Vienna
- 2. Jozef Stefan Institute
Description
The database contains data obtained from executions of a peg-in-hole task (using the Cranfiled benchmark). We used a Franka Emika Research 3 robot, an ATI Nano25 force/torque sensor, and an Intel Realsense D435 RGB-D camera.
The database is structured by its offset from the in-hole position. The folders are organized according to the following structure:
In the first folder level, the positional offset is specified. The orientational (rpy) offset is defined in the second folder level. At the third level, we have two folders:
- one for the the trajectory, that led to the occurrence of the error, and
- one for the human-demonstrated trajectories, that show possible correction strategies.
Each entry is formatted as MATLAB data file (`.mat`) with a states structure, that contains:
- reference and measured target pose in Cartesian space (positions and quaternions; sampled at 100Hz),
- raw force-torque sensor data and force-torque data measured in the robot-wrist (sampled at 100Hz),
- RGB image sequence (sampled at 10Hz),
- point-cloud sequence (sampled at 10Hz).
We use the following labeling for file names.
The first part denotes positional offset:
- x10 ... +10mm in $x$-direction from target position
- xm10 ... -10mm in $x$-direction from target position
- y10 ... +10mm in $y$-direction from target position
- ym10 ... -10mm in $y$-direction from target position
The second part denotes orientation offset:
- x10 ... +10 degrees around $x$-axis
- y10 ... +10 degrees around $y$-axis
- z10 ... +10 degrees around $z$-axis
The ending `.cor.N` stands for the $N$-th correction trajectories, and `.error` for the trajectory where an error occurred.
Example: The file `x0y10_x0y0z0.cor.1.mat` contains data from a correction trajectory where at the onset of the error, the peg is displaced from the target pose for 0 mm in $x$-direction, 10 mm in $y$-direction and there was no orientational offset.
Files
PiH Exception strategies Multimodal Database.zip
Files
(7.9 GB)
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