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Waymo Open Dataset Autonomous Driving Dataset

Date

3 years ago

Organization

Publish URL

waymo.com

Paper URL

arxiv.org

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Waymo Open Dataset is a dataset containing high-resolution sensor data collected from Waymo Drivers operating their autonomous vehicles in a variety of conditions.

The dataset currently contains:

  • 1,950 clips, 20 seconds each, were collected at 10 Hz (390,000 frames) at various geographic locations and conditions.
  • Sensor data:
    • 1 medium range radar
    • 4 short range radars
    • 5 cameras (front and side)
    • Synchronizing radar and camera data
    • Radar and camera projection
    • Sensor Calibration
    • Vehicle posture
  • Labeled data
    • 4 object class labels — vehicle, pedestrian, cyclist, sign
    • High-quality labels for 1,200 segments of radar data
    • 12.6 million 3D bounding box labels with tracking IDs on radar data
    • High-quality labels for 1,000 segments of camera data
    • 11.8 million 2D bounding box labels with tracking IDs on camera data

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Waymo Open Dataset Autonomous Driving Dataset | Datasets | HyperAI