Request to Add New Paper

[ldkong1205]

Dear authors, thanks for maintaining this useful repository.

We would like to suggest the following work, DriveBench, which has been recently accepted to ICCV 2025:

• Title: Are VLMs Ready for Autonomous Driving? An Empirical Study from the Reliability, Data, and Metric Perspectives
• Authors: Shaoyuan Xie, Lingdong Kong, Yuhao Dong, Chonghao Sima, Wenwei Zhang, Qi Alfred Chen, Ziwei Liu, Liang Pan
• Venue: ICCV 2025
• Link: https://arxiv.org/abs/2501.04003
• Project Page: https://drive-bench.github.io
• GitHub: https://github.com/drive-bench/toolkit
• HuggingFace: https://huggingface.co/datasets/drive-bench/arena
• BibTeX:

@inproceedings{xie2025drivebench,
  author    = {Xie, Shaoyuan and Kong, Lingdong and Dong, Yuhao and Sima, Chonghao and Zhang, Wenwei and Chen, Qi Alfred and Liu, Ziwei and Pan, Liang},
  title     = {Are VLMs Ready for Autonomous Driving? An Empirical Study from the Reliability, Data, and Metric Perspectives},
  booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
  year      = {2025},
}