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KITTI Eigen split
3D on KITTI Eigen split
Metric: Sq Rel (higher is better)
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#
Model
↕
Sq Rel
▼
Augmentations
Paper
Date
↕
Code
1
SfM-Revisited
0.224
No
Deep Two-View Structure-from-Motion Revisited
2021-04-01
Code
2
D-Net
0.189
No
-
-
Code
3
Depthformer
0.187
Yes
Depthformer : Multiscale Vision Transformer For ...
2022-07-10
Code
4
DINOv2 (ViT-g/14 frozen, w/ DPT decoder)
0.1797
No
DINOv2: Learning Robust Visual Features without ...
2023-04-14
Code
5
Manydepth2
0.17
No
Manydepth2: Motion-Aware Self-Supervised Multi-F...
2023-12-23
Code
6
MonoDELSNet
0.161
No
Monocular Depth Estimation through Virtual-world...
2021-03-22
Code
7
DepthFormer
0.158
Yes
DepthFormer: Exploiting Long-Range Correlation a...
2022-03-27
Code
8
NeWCRFs
0.155
Yes
NeW CRFs: Neural Window Fully-connected CRFs for...
2022-03-03
Code
9
BinsFormer
0.151
Yes
BinsFormer: Revisiting Adaptive Bins for Monocul...
2022-04-03
Code
10
PixelFormer
0.149
Yes
Attention Attention Everywhere: Monocular Depth ...
2022-10-17
Code
11
DDP (Swin-L, step-3)
0.148
No
DDP: Diffusion Model for Dense Visual Prediction
2023-03-30
Code
12
SwinV2-B 1K-MIM
0.148
No
Revealing the Dark Secrets of Masked Image Model...
2022-05-26
Code
13
MIM-Swin-V2
0.1458
No
Analysis of NaN Divergence in Training Monocular...
2023-11-07
-
14
iDisc
0.145
No
iDisc: Internal Discretization for Monocular Dep...
2023-04-13
Code
15
GEDepth
0.142
No
GEDepth: Ground Embedding for Monocular Depth Es...
2023-09-18
Code
16
IEBins
0.142
No
IEBins: Iterative Elastic Bins for Monocular Dep...
2023-09-25
Code
17
URCDC-Depth
0.142
No
URCDC-Depth: Uncertainty Rectified Cross-Distill...
2023-02-16
Code
18
NDDepth
0.141
No
NDDepth: Normal-Distance Assisted Monocular Dept...
2023-09-19
Code
19
ECoDepth
0.139
No
ECoDepth: Effective Conditioning of Diffusion Mo...
2024-03-27
Code
20
SwinV2-L 1K-MIM
0.139
No
Revealing the Dark Secrets of Masked Image Model...
2022-05-26
Code
21
ScaleDepth-K
0.136
No
ScaleDepth: Decomposing Metric Depth Estimation ...
2024-07-11
Code
22
EVP
0.136
No
EVP: Enhanced Visual Perception using Inverse Mu...
2023-12-13
Code
23
AFNet
0.132
No
Adaptive Fusion of Single-View and Multi-View De...
2024-03-12
Code
24
MAMo
0.13
No
MAMo: Leveraging Memory and Attention for Monocu...
2023-07-26
-
25
MetaPrompt-SD
0.125
Yes
Harnessing Diffusion Models for Visual Perceptio...
2023-12-22
Code
26
Depth Anything
0.121
Yes
Depth Anything: Unleashing the Power of Large-Sc...
2024-01-19
Code
27
FutureDepth
0.117
No
FutureDepth: Learning to Predict the Future Impr...
2024-03-19
-
28
LightedDepth (Video Method)
0.107
No
-
-
Code
29
SQLdepth (ConvNeXt-L)
0.105
No
SQLdepth: Generalizable Self-Supervised Fine-Str...
2023-09-01
Code
30
SPIDepth
0.069
Yes
SPIdepth: Strengthened Pose Information for Self...
2024-04-18
Code