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Datasets/Waymo Open Dataset

Waymo Open Dataset

3DImagesLiDARCustom (non-commercial)

The Waymo Open Dataset is comprised of high resolution sensor data collected by autonomous vehicles operated by the Waymo Driver in a wide variety of conditions.

The Waymo Open Dataset currently contains 1,950 segments. The authors plan to grow this dataset in the future. Currently the datasets includes:

  • 1,950 segments of 20s each, collected at 10Hz (390,000 frames) in diverse geographies and conditions
  • Sensor data
    • 1 mid-range lidar
    • 4 short-range lidars
    • 5 cameras (front and sides)
    • Synchronized lidar and camera data
    • Lidar to camera projections
    • Sensor calibrations and vehicle poses
  • Labeled data
    • Labels for 4 object classes - Vehicles, Pedestrians, Cyclists, Signs
    • High-quality labels for lidar data in 1,200 segments
    • 12.6M 3D bounding box labels with tracking IDs on lidar data
    • High-quality labels for camera data in 1,000 segments
    • 11.8M 2D bounding box labels with tracking IDs on camera data

Benchmarks

1 Image, 2*2 Stitchi/MPJPE10-shot image generation/mIoU16k/AP/L216k/Latency, ms16k/mAPH/L216k/AP16k/3D mAPH Vehicle (Front Camera Only)2D Classification/AP/L22D Classification/Latency, ms2D Classification/mAPH/L22D Classification/AP2D Classification/3D mAPH Vehicle (Front Camera Only)2D Object Detection/AP/L22D Object Detection/Latency, ms2D Object Detection/mAPH/L22D Object Detection/AP2D Object Detection/3D mAPH Vehicle (Front Camera Only)2D Panoptic Segmentation/PQ3D/AP/L23D/Latency, ms3D/mAPH/L23D/AP3D/3D mAPH Vehicle (Front Camera Only)3D/MPJPE3D Human Pose Estimation/MPJPE3D Multi-Object Tracking/MOTA/L23D Object Detection/mAPH/L23D Semantic Segmentation/mIoUMulti-Object Tracking/MOTA/L2Multiple Object Tracking/CategoryMultiple Object Tracking/MOTAMultiple Object Tracking/mAPObject Detection/AP/L2Object Detection/Latency, msObject Detection/mAPH/L2Object Detection/APObject Detection/3D mAPH Vehicle (Front Camera Only)Object Tracking/MOTA/L2Object Tracking/CategoryObject Tracking/MOTAObject Tracking/mAPPose Estimation/MPJPESemantic Segmentation/mIoUUnsupervised Panoptic Segmentation/PQVideo/CategoryVideo/MOTAVideo/mAP

Related Benchmarks

Waymo Open Dataset: Vehicle (Online Methods)/3D Multi-Object Tracking/FP/L2Waymo Open Dataset: Vehicle (Online Methods)/3D Multi-Object Tracking/MOTA/L1Waymo Open Dataset: Vehicle (Online Methods)/3D Multi-Object Tracking/MOTA/L2Waymo Open Dataset: Vehicle (Online Methods)/Multi-Object Tracking/FP/L2Waymo Open Dataset: Vehicle (Online Methods)/Multi-Object Tracking/MOTA/L1Waymo Open Dataset: Vehicle (Online Methods)/Multi-Object Tracking/MOTA/L2Waymo Open Dataset: Vehicle (Online Methods)/Object Tracking/FP/L2Waymo Open Dataset: Vehicle (Online Methods)/Object Tracking/MOTA/L1Waymo Open Dataset: Vehicle (Online Methods)/Object Tracking/MOTA/L2

Statistics

Papers
481
Benchmarks
47

Links

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Tasks

1 Image, 2*2 Stitchi10-shot image generation16k2D Classification2D Object Detection2D Panoptic Segmentation3D3D Human Pose Estimation3D Multi-Object Tracking3D Object Detection3D Object Detection From Monocular Images3D Semantic SegmentationAutonomous DrivingMulti-Object TrackingMultiple Object TrackingObject DetectionObject TrackingPose EstimationSemantic SegmentationUnsupervised Panoptic SegmentationVideoVideo Object Detection