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CARD – Germany 2 Days

A comprehensive multi-modal driving dataset with stereo cameras, LiDAR, and depth annotations.

Dataset Structure

This dataset contains 22 sequences across different cities around Stuttgart area in Germany:

  • germany_batch2: 22 sequences Temporal consistency: Sequences are recorded and provided with synchronized multi-modal timestamps (camera, LiDAR, and related signals). Privacy exception: For the sequenece named "bibi_night_6", a subset of camera images has been removed to meet privacy requirements, other modalities remain available.

Data Format

Each sequence contains:

  • img/: Stereo camera images (cam_0, cam_1)
  • raw/: Raw sensor data, such as lidar points and IMU signals.
  • labels/: YOLO-format annotations
  • export/: Trajectory, calibration data, etc.
  • agg_depth/: Aggregated depth point clouds

License and Usage Terms

The CARD – Germany 2 Days subset is © 2025 CARD-Data and is released under the Creative Commons Attribution 4.0 International License (CC BY 4.0).

When using this dataset, you must give appropriate credit, provide a link to the license, and indicate if changes were made. You may use the data for commercial and non-commercial purposes.

For the full legal text, please see the official CC BY 4.0 page:

We have taken reasonable measures to remove personally identifiable information (e.g., faces and license plates). To request removal of specific images from the dataset, please contact [email protected].

The purpose of the CARD project is to help improve road safety and make driving safer. We encourage use of this dataset toward that goal, and it is forbidden to use it for any military use.

Development Kit

A development kit (CARD-SDK) with tools to get started is going to be released soon.

Citation

@dataset{card_germany_2days,
  title   = {{CARD} – Germany 2 Days},
  author  = {{CARD-Data}},
  year    = {2025}
}
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