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Eval-Result
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zhiyuanzzz committed Sep 5, 2024
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## UniAD and VAD

| Method | L2 (m) 2s | Driving Score | Success Rate(%) | Config | Download |
| :---: | :---: | :---: | :---: | :---: |:---: |
| UniAD-Tiny |0.80 | 32.00 | 9.54 | [config](adzoo/uniad/configs/stage2_e2e/base_e2e_b2d.py) | [Hugging Face](https://huggingface.co/rethinklab/Bench2DriveZoo/blob/main/bevformer_tiny_b2d.pth)/[Baidu Cloud](https://pan.baidu.com/s/1psr7AKYHD7CitZ30Bz-9sA?pwd=1234 )|
| UniAD-Base |0.73 | 37.72 | 9.54 | [config](adzoo/uniad/configs/stage2_e2e/tiny_e2e_b2d.py) | [Hugging Face](https://huggingface.co/rethinklab/Bench2DriveZoo/blob/main/uniad_base_b2d.pth)/[Baidu Cloud](https://pan.baidu.com/s/11p9IUGqTax1f4W_qsdLCRw?pwd=1234) |
| VAD |0.91 | 39.42 | 10.00 | [config](adzoo/vad/configs/VAD/VAD_base_e2e_b2d.py) | [Hugging Face](https://huggingface.co/rethinklab/Bench2DriveZoo/blob/main/vad_b2d_base.pth)/[Baidu Cloud](https://pan.baidu.com/s/1rK7Z_D-JsA7kBJmEUcMMyg?pwd=1234) |
As stated in the [news](https://github.com/Thinklab-SJTU/Bench2Drive) at 2024/08/27, there are several fixed bugs and changed protocols. Thus, the old version of closed-loop performance is deprecated.


| Method | L2 (m) 2s | Driving Score | Success Rate(%) | Config | Download | Eval Json|
| :---: | :---: | :---: | :---: | :---: | :---: | :---: |
| UniAD-Tiny |0.80 | 40.73 (deprecated 32.00) | 13.18 (deprecated 9.54) | [config](adzoo/uniad/configs/stage2_e2e/base_e2e_b2d.py) | [Hugging Face](https://huggingface.co/rethinklab/Bench2DriveZoo/blob/main/bevformer_tiny_b2d.pth)/[Baidu Cloud](https://pan.baidu.com/s/1psr7AKYHD7CitZ30Bz-9sA?pwd=1234 )| [New Version](analysis/UniAD-Tiny.json) |
| UniAD-Base |0.73 | 45.81 (deprecated 37.72) | 16.36 (deprecated 9.54) | [config](adzoo/uniad/configs/stage2_e2e/tiny_e2e_b2d.py) | [Hugging Face](https://huggingface.co/rethinklab/Bench2DriveZoo/blob/main/uniad_base_b2d.pth)/[Baidu Cloud](https://pan.baidu.com/s/11p9IUGqTax1f4W_qsdLCRw?pwd=1234) | [New Version](analysis/UniAD-Base.json) |
| VAD |0.91 | 42.35 (deprecated 39.42) | 15.00 (deprecated 10.00) | [config](adzoo/vad/configs/VAD/VAD_base_e2e_b2d.py) | [Hugging Face](https://huggingface.co/rethinklab/Bench2DriveZoo/blob/main/vad_b2d_base.pth)/[Baidu Cloud](https://pan.baidu.com/s/1rK7Z_D-JsA7kBJmEUcMMyg?pwd=1234) | [New Version](analysis/VAD.json) |

## BEVFormer

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