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Benchmarks
End-to-End Autonomous Driving on Bench2Drive Open-loop
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0.57
Avg L2 Error (m)
RoCA (ORION)
0.5248
0.8299
1.135
1.4401
Jun 11, 2025
Jul 12, 2025
Aug 13, 2025
Sep 14, 2025
Oct 16, 2025
Nov 17, 2025
Dec 19, 2025
Avg L2 Error (m)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Avg L2 Error (m)
RoCA (ORION)
Base Architecture=ORION
2025.06
0.57
DriveTransformer-Large
navigation=one-hot com...
2025.12
0.62
DriveTransformer-L
Model Scale Configurat...
2025.06
0.62
ORION
2025.06
0.68
RoCA (SSR)
Base Architecture=SSR
2025.06
0.69
UniAD
navigation=one-hot com...
2025.12
0.73
RoCA (VAD)
Base Architecture=VAD
2025.06
0.74
MomAD
navigation=one-hot com...
2025.12
0.82
SparseDrive-S
Model Scale Configurat...
2025.06
0.83
SSR
2025.06
0.86
TakeAD
post-optimization=false
2025.12
0.87
VAD
navigation=one-hot com...
2025.12
0.91
TakeAD
post-optimization=true
2025.12
0.91
VAD
2025.06
0.91
ThinkTwice
expert feature distill...
2025.12
0.95
DriveAdapter
expert feature distill...
2025.12
1.01
TCP
expert feature distill...
2025.12
1.7
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