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jiaxiaosong1002 authored Aug 26, 2024
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Expand Up @@ -644,9 +644,9 @@ <h1>Bench2Drive</h1>
<div class="et_pb_text_inner">
<p>
Bench2Drive is the first benchmark for evaluating E2E-AD systems’ multiple abilities in a closed-loop manner.
Bench2Drive consists of 2 million fully annotated frames as official training data, collected from 10000 short
Bench2Drive consists of 2 million fully annotated frames as official training data, collected from 13638 short
clips uniformly distributed under 44 interactive scenarios (cut-in, overtaking, detour, etc),
23 weathers (sunny, foggy, rainy, etc), and 12 towns (urban, village, university, etc) in CARLA v2.
23 weathers (sunny, foggy, rainy, etc), and 12 towns (urban, village, university, etc) in CARLA Leaderboard v2.
Its evaluation protocol requires E2E-AD models to pass those 44 interactive scenarios under different
locations which sums up to 220 routes and thus provide a comprehensive and disentangled assessment
about their driving capability under different situations. We implement state-of-the-art E2E-AD models
Expand Down Expand Up @@ -967,7 +967,7 @@ <h2>Benchmark</h2>
class="et_pb_column et_pb_column_4_4 et_pb_column_15 et_pb_css_mix_blend_mode_passthrough et-last-child">
<div class="et_pb_module et_pb_image et_pb_image_3 et_animated et-waypoint full-width-image">
<img decoding="async"
src="./sources/benchmark.jpg"
src="./sources/benchmark_v2.PNG"
alt="" title="" />
</div>
</div>
Expand Down Expand Up @@ -1005,10 +1005,10 @@ <h2 class="title is-3">BibTeX
journal={arXiv preprint arXiv:2406.03877},
year={2024}
}
@article{li2024think,
@inproceedings{li2024think,
title={Think2Drive: Efficient Reinforcement Learning by Thinking in Latent World Model for Quasi-Realistic Autonomous Driving (in CARLA-v2)},
author={Qifeng Li and Xiaosong Jia and Shaobo Wang and Junchi Yan},
journal={arXiv preprint arXiv:2402.167200},
booktitle={ECCV},
year={2024}
}</code></pre>
</div>
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