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Depth Forecasting on Cityscapes short-term

96Delta 1 AccuracyFUTURIST
75.51280.83186.1591.469Jan 14, 2025Mar 25, 2025Jun 4, 2025Aug 13, 2025Oct 23, 2025Jan 1, 2026Mar 13, 2026

Evaluation results

MethodLinks
FUTURISTtraining_epochs=32002025.01965.384
VGGT-World2026.0393.80.078
VGGT-World w/o ForcingConstraint strategy=w/o Forcing2026.0393.70.079
VISTAtraining_mode=fine-tuned2025.0193.48.134
VGGT-World (λ = 0.1)Hyperparameter λ=0.12026.0393.10.084
VGGT-World (λ = 0.3)Hyperparameter λ=0.32026.0392.60.089
COPY LAST2025.0190.510.78
VGGT-World (λ = 0.7)Hyperparameter λ=0.72026.0390.10.109
DINO-Foresight2026.0388.60.114
VISTAftEvaluation protocol=fine-tuning2026.0386.40.124
Copy-LastSource=VGGT [50]2026.0384.10.154
Cosmos-12BModel scale=12B2026.0378.20.181
Cosmos-4BModel scale=4B2026.0376.30.189