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Computer Vision
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Depth Estimation
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KITTI Eigen split unsupervised
Depth Estimation on KITTI Eigen split unsupervised
Metric: Delta < 1.25^2 (higher is better)
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#
Model
↕
Delta < 1.25^2
▼
Extra Data
Paper
Date
↕
Code
1
SPIdepth
0.973
No
SPIdepth: Strengthened Pose Information for Self...
2024-04-18
Code
2
Jasmine
0.972
No
Jasmine: Harnessing Diffusion Prior for Self-sup...
2025-03-20
-
3
SCIPaD
0.97
No
SCIPaD: Incorporating Spatial Clues into Unsuper...
2024-07-07
Code
4
NimbleD-LiteMono-8M
0.97
No
NimbleD: Enhancing Self-supervised Monocular Dep...
2024-08-26
Code
5
ProDepth
0.969
No
ProDepth: Boosting Self-Supervised Multi-Frame M...
2024-07-12
Code
6
DCPI-Depth (M+1024x320)
0.969
No
DCPI-Depth: Explicitly Infusing Dense Correspond...
2024-05-27
-
7
MonoViT(MS+1024x320)
0.969
No
MonoViT: Self-Supervised Monocular Depth Estimat...
2022-08-06
Code
8
NimbleD-LiteMono
0.969
No
NimbleD: Enhancing Self-supervised Monocular Dep...
2024-08-26
Code
9
Nimbled-SwiftDepth
0.969
No
NimbleD: Enhancing Self-supervised Monocular Dep...
2024-08-26
Code
10
CREMono(M + 1024x320 + Res50)
0.969
No
-
-
-
11
PlaneDepth (S + 1280x384)
0.968
No
PlaneDepth: Self-supervised Depth Estimation via...
2022-10-04
Code
12
Manydepth2(M+640x192)
0.968
No
Manydepth2: Motion-Aware Self-Supervised Multi-F...
2023-12-23
Code
13
Manydepth2-NF(M+640x192)
0.968
No
Manydepth2: Motion-Aware Self-Supervised Multi-F...
2023-12-23
Code
14
DIFFNet (MS+1024x320)
0.968
No
Self-Supervised Monocular Depth Estimation with ...
2021-10-18
Code
15
Nimbled-MD2-R50
0.968
No
NimbleD: Enhancing Self-supervised Monocular Dep...
2024-08-26
Code
16
Nimbled-SwiftDepth-S
0.968
No
NimbleD: Enhancing Self-supervised Monocular Dep...
2024-08-26
Code
17
DCPI-Depth (M+640x192)
0.967
No
DCPI-Depth: Explicitly Infusing Dense Correspond...
2024-05-27
-
18
TransDSSL
0.967
No
-
-
Code
19
ProDepth(M+640x192)
0.967
No
ProDepth: Boosting Self-Supervised Multi-Frame M...
2024-07-12
Code
20
NimbleD-LiteMono-S
0.967
No
NimbleD: Enhancing Self-supervised Monocular Dep...
2024-08-26
Code
21
Nimbled-MD2-R18
0.967
No
NimbleD: Enhancing Self-supervised Monocular Dep...
2024-08-26
Code
22
EPCDepth(S+1024x320)
0.966
No
Excavating the Potential Capacity of Self-Superv...
2021-09-26
Code
23
DS-Depth
0.966
No
DS-Depth: Dynamic and Static Depth Estimation vi...
2023-08-14
Code
24
VTDepthB2 (stereo supervision)
0.965
No
-
-
Code
25
X-Distill (M+1024x320)
0.965
No
X-Distill: Improving Self-Supervised Monocular D...
2021-10-24
-
26
DynamicDepth (M+640x192)
0.964
No
Disentangling Object Motion and Occlusion for Un...
2022-03-29
Code
27
SCIPaD(M+640x192)
0.964
No
SCIPaD: Incorporating Spatial Clues into Unsuper...
2024-07-07
Code
28
VTDepthB2 (monocular supervision)
0.964
No
-
-
Code
29
FeatDepth-MS
0.963
No
Feature-metric Loss for Self-supervised Learning...
2020-07-21
Code
30
EPCDepth(S+640x192)
0.963
No
Excavating the Potential Capacity of Self-Superv...
2021-09-26
Code
31
MonoDEVSNet
0.962
No
Monocular Depth Estimation through Virtual-world...
2021-03-22
Code
32
Dyna-DM
0.959
No
Dyna-DM: Dynamic Object-aware Self-supervised Mo...
2022-06-08
Code
33
SharinGAN
0.954
No
SharinGAN: Combining Synthetic and Real Data for...
2020-06-07
Code