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Dense Forecasting on KITTI Mid horizon, ~0.6s

2.79RMSE (best-of-20)Present (upper bound)
2.70723.26613.8254.3839Apr 6, 2026

Evaluation results

MethodLinks
Present (upper bound)Crop Size=512 x 512, Prediction Horizon=~0.6 s, Prediction Type=3-step rollout2026.042.792.79
DeltaWorldGFLOPs=3.1×10^4, Crop Size=512 x 512, Prediction Horizon=~0.6 s, Prediction Type=3-step rollout2026.043.884.17
Cosmos-12BGFLOPs=6.4×10^7, Crop Size=512 x 512, Prediction Horizon=~0.6 s, Prediction Type=3-step rollout2026.044.014.14
DINO-worldGFLOPs=5.8×10^3, Crop Size=512 x 512, Prediction Horizon=~0.6 s, Prediction Type=3-step rollout2026.044.074.07
Cosmos-4BGFLOPs=6.0×10^7, Crop Size=512 x 512, Prediction Horizon=~0.6 s, Prediction Type=3-step rollout2026.044.084.14
Copy last (lower bound)Crop Size=512 x 512, Prediction Horizon=~0.6 s, Prediction Type=3-step rollout2026.044.864.86