OpenCF Benchmark

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Transition Probability Analysis One-Step Prediction Open-Loop Prediction
Rank Model Info Geometric Mean Prob
[%]
MW Test
(P-Value)
RMSE (s)
[m]
RMSE (v)
[m/s]
RMSE (a)
[m/s²]
Collision
[%]
minADE
[m]
minFDE
[m]

Transition Probability Analysis

Geometric Mean Transition Probability

The geometric mean of the transition probabilities. Closer to Ground Truth is better.
Ground Truth Value: 0.2572

Read the Paper (arXiv:2509.03515)

MW Test (Mann-Whitney U)

P-Value > 0.10 indicates the model's transition distribution is statistically indistinguishable from the Ground Truth.

One-Step Prediction (Short-term)

RMSE (v, s, a)

Root Mean Square Error for Speed, Spacing, and Acceleration at t=3.0s.

Open-Loop Prediction (Long-term)

Collision Rate / minADE / minFDE

Safety and geometric accuracy over the full horizon.