|
|
--- |
|
|
license: apache-2.0 |
|
|
--- |
|
|
|
|
|
# TFv6 NavSim |
|
|
|
|
|
Autonomous driving planning model (TransFuser-based). Predicts waypoints and headings. |
|
|
|
|
|
## Usage |
|
|
|
|
|
```bash |
|
|
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 |