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astyx_dataset.md

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January 2020

tl;dr: Dataset with radar data from proprietary high resolution radar design.

Overall impression

Active learning scheme based on uncertainty sampling using estimated scores as approximation.

Key ideas

  • Radar+camera sees more clearly than lidar+camera, for far away objects and for pedestrians. --> However even with radar, the recall is only ~0.5. Too low for real-world application.

Technical details

  • Cross sensor calibration has two steps: camera lidar 2D-3D with checkerboard, and radar lidar 3D-3D relative pose estimation.
  • Annotation has "invisible" objects as well associated via temporal reference, but invisible in camera and lidar.

Notes