Left: DriveMM outperforms all specific SOTA models and other general large multimodal models across all 6 datasets comprising 13 tasks; Right: In zero-shot learning on unseen dataset, DriveMM demonstrates stronger generalization ability compared to specialist models trained on individual datasets.