TFv6 NavSim

Autonomous driving planning model (TransFuser-based). Predicts waypoints and headings.

Usage

pip install torch timm numpy opencv-python jaxtyping beartype omegaconf huggingface_hub

Input/Output

Input:

  • RGB: (256, 1920, 3), range [0, 255]
  • Command: [left, straight, right, unknown], e.g. [0, 1, 0, 0] for straight
  • Speed: m/s
  • Acceleration: m/s²

Output:

  • waypoints: (N, 2) predicted positions
  • headings: (N,) predicted angles

Details

  • Architecture: TransFuser
  • Dataset: NavSim (4 cameras)
  • Checkpoint: Epoch 60
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