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2D Depth Estimation on 7-Scenes

0.05Abs RelOurs-10B
-0.1561.23452.6254.0155Apr 1, 2021Feb 6, 2022Dec 15, 2022Oct 22, 2023Aug 29, 2024Jul 6, 2025May 14, 2026

Evaluation results

MethodLinks
Ours-10Bparameters=10B2026.050.0596.3—————
Ours-1Bparameters=1B2026.050.05894.6—————
DA3variant=Giant, parameters=1B2026.050.06393—————
MegaSaM2026.050.06593.8—————
PI32026.050.06892.8—————
MapAnything2026.050.0792.9—————
VGGT2026.050.07391.9—————
MonST3R2026.050.07592.4—————
NeuralReconTime=30ms2021.040.155820.1040.347———
CNMNetTime=80ms2021.040.161276.640.08320.3614———
N-RGBDTime=202ms2021.040.175869.260.11230.4408———
MVDNetTime=48ms2021.040.192571.790.2350.4585———
DPSNetTime=322ms2021.040.199170.960.1420.4382———
MVSNetTime=1050ms2021.040.233964.090.19040.5078———
DeMoNTime=110ms2021.040.388831.880.41980.8549———
DeepV2DTime=347ms2021.040.43742.80.5530.869———
TestPromptDCCondition=< 3m, Noise-free=true2026.020.9———2.3——
CAPALoRACondition=< 3m, Noise-free=true2026.020.9———2——
CAPALoRACondition=100, Noise-free=true2026.021———1.8——
CAPAVPTCondition=< 3m, Noise-free=true2026.021———2.2——
CAPAVPTCondition=100, Noise-free=true2026.021.1———2——
CAPALoRACondition=SfM Masked Ground Truth, Noise-free=true2026.021.3———2.5——
CAPAVPTCondition=SfM Masked Ground Truth, Noise-free=true2026.021.4———2.7——
TestPromptDCCondition=100, Noise-free=true2026.021.7———3.3——
TestPromptDCCondition=SfM Masked Ground Truth, Noise-free=true2026.022———3.9——
DepthAnythingV2Condition=100, Noise-free=true2026.024.6———8.3——
DepthAnythingV2Condition=< 3m, Noise-free=true2026.024.6———8.7——
DepthAnythingV2Condition=SfM Masked Ground Truth, Noise-free=true2026.025.2———9.6——
CARVE2026.04—94.1———0.0661.86
CARVERank=1.502026.04—94———0.062—
Fast3R2026.04—59.1———0.2476
Fast3RRank=4.862026.04—47.6———0.312—
MoGe2026.04—93.8———0.072.43
MoGe v22026.04—93.2———0.0772.79
MoGe v2 + LoFTRRank=3.792026.04—67.5———0.217—
Pi32026.04—94.1———0.0682.93
Pi3Rank=1.572026.04—93.8———0.064—
VGGT2026.04—93.4———0.074.64
VGGTRank=3.212026.04—93———0.069—