AlignDrive conditions longitudinal planning on the lateral path via anchor-based 1D displacement prediction and safety-critical augmentation, achieving state-of-the-art Bench2Drive results.
IGGT4D is a streaming transformer that incrementally reconstructs long dynamic 4D scenes with consistent geometry and instance tracking from video, surpassing existing online baselines.