In 2026, the autonomous driving dataset ecosystem continues to evolve, offering new opportunities for dataset comparison and benchmark evaluation to train and evaluate perception, tracking, and motion prediction models. Classic benchmarks such as nuScenes, KITTI, and Argoverse remain the primary references, but each has its own strengths, limitations, and annotation