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Depth Forecasting on Cityscapes mid-term

91.9Delta 1FUTURIST
69.64475.42281.286.978Jan 14, 2025Mar 25, 2025Jun 4, 2025Aug 13, 2025Oct 23, 2025Jan 1, 2026Mar 13, 2026

Evaluation results

MethodLinks
FUTURISTtraining_epochs=32002025.0191.99.111
VISTAtraining_mode=fine-tuned2025.0187.412.923
VGGT-World2026.0387.312.6
VGGT-World w/o ForcingConstraint strategy=w/o Forcing2026.0386.813.1
DINO-Foresight2026.0385.413.6
VGGT-World (λ = 0.1)Hyperparameter λ=0.12026.038514.2
VGGT-World (λ = 0.3)Hyperparameter λ=0.32026.0384.914.8
VISTAftEvaluation protocol=fine-tuning2026.0382.815.3
COPY LAST2025.0182.218.345
VGGT-World (λ = 0.7)Hyperparameter λ=0.72026.0381.416.5
Copy-LastSource=VGGT [50]2026.0377.821.2
Cosmos-12BModel scale=12B2026.0372.424.1
Cosmos-4BModel scale=4B2026.0370.524.7