"""
LiDAR-Perfect Depth: sparse-LiDAR-prompted extension of PPD with Kalman-in-the-loop
denoising and a temporal Kalman filter for video.

All modules here are additive on top of `ppd/`: training only the lightweight prompt
encoder + gate keeps the DiT backbone frozen, so the full framework can be applied
to any pretrained PPD checkpoint.
"""