Haiqiang Liu

Fine-Grained Evaluation of Large Vision-Language Models in Autonomous Driving

Existing benchmarks for Vision-Language Model (VLM) in autonomous driving (AD) primarily assess interpretability through open-form visual question answering (QA) within coarse-grained tasks, which remain insufficient to assess capabilities in complex driving scenarios. To this end, we introduce VLAD…