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SOTA Depth Estimation benchmarks and papers with code | Wizwand
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Depth Estimation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
NYU v2 (test)
Depth Anything
Threshold Accuracy (delta < 1.25)
98.4
423
3d ago
KITTI (Eigen split)
SQLdepth
RMSE
1.65
276
3d ago
NYU Depth v2
AI Playground
RMSE
0.1232
177
3d ago
ScanNet
Metric3D v2
AbsRel
0.023
94
3d ago
SUN RGB-D (test)
DMD-MIX
Root Mean Square Error (RMS)
0.275
93
3d ago
KITTI
UniDepthV2
AbsRel
0.037
92
3d ago
ScanNet (test)
DeFiNe
Abs Rel
0.056
65
3d ago
DIODE
MoGe
Delta-1 Accuracy
97.4
62
3d ago
ARKitScenes
Prompt Depth Anything
L1 Error
0.0132
57
3d ago
NYU v2 (val)
UniDepth-V
RMSE
0.201
53
3d ago
iBims 1 (test)
DMD-MIX
REL
0.118
41
3d ago
Cityscapes (test)
STL
Abs Err
0.0125
40
3d ago
Matterport3D
HiMODE
delta1
96.08
35
3d ago
DIODE (test)
Depth Anything V2
AbsRel
0.065
33
3d ago
KITTI improved ground truth 2015 (93% Eigen split)
ManyDepth
Abs Rel
0.055
32
3d ago
DDAD (val)
FutureDepth
Sq Rel
1.29
31
3d ago
KITTI improved dense ground truth
BTS
Abs Rel
0.059
29
3d ago
HAMMER
ZoeDepth
Delta 1
0.009
29
3d ago
Hamlyn
ZEN
Abs Rel
0.1554
26
3d ago
KITTI 50m cap (test)
Struct2Depth (M+R)
Abs Rel
0.103
24
3d ago
nuScenes day-clear
md4all
RMSE
4.81
22
3d ago
KITTI Eigen split improved ground truth (test)
DS-Depth
Abs Rel
0.067
22
3d ago
Cityscapes
Ours
Abs. Err.
0.0125
22
3d ago
KITTI public benchmark official (test)
DCDepth
SILog
9.6
22
3d ago
Sun3D (test)
Deep Two-View SfM (Ours)
Abs Rel
5.7
22
3d ago
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