3D on KITTI Eigen split

Metric: Delta < 1.25^3 (higher is better)

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#	Model↕	Delta < 1.25^3▼	Augmentations	Paper	Date↕	Code
1	SPIDepth	1	Yes	SPIdepth: Strengthened Pose Information for Self...	2024-04-18	Code
2	Metric3Dv2 (g2, FT, 80m, flip_aug_test)	1	Yes	Metric3Dv2: A Versatile Monocular Geometric Foun...	2024-03-22	Code
3	FutureDepth	1	No	FutureDepth: Learning to Predict the Future Impr...	2024-03-19	-
4	Depth Anything	1	Yes	Depth Anything: Unleashing the Power of Large-Sc...	2024-01-19	Code
5	MetaPrompt-SD	1	Yes	Harnessing Diffusion Models for Visual Perceptio...	2023-12-22	Code
6	ECoDepth	1	No	ECoDepth: Effective Conditioning of Diffusion Mo...	2024-03-27	Code
7	ScaleDepth-K	1	No	ScaleDepth: Decomposing Metric Depth Estimation ...	2024-07-11	Code
8	EVP	1	No	EVP: Enhanced Visual Perception using Inverse Mu...	2023-12-13	Code
9	SwinV2-L 1K-MIM	1	No	Revealing the Dark Secrets of Masked Image Model...	2022-05-26	Code
10	MAMo	0.9995	No	MAMo: Leveraging Memory and Attention for Monocu...	2023-07-26	-
11	MIM-Swin-V2	0.9994	No	Analysis of NaN Divergence in Training Monocular...	2023-11-07	-
12	GEDepth	0.9993	No	GEDepth: Ground Embedding for Monocular Depth Es...	2023-09-18	Code
13	DINOv2 (ViT-g/14 frozen, w/ DPT decoder)	0.9993	No	DINOv2: Learning Robust Visual Features without ...	2023-04-14	Code
14	UniK3D (FT, metric)	0.999	No	UniK3D: Universal Camera Monocular 3D Estimation	2025-03-20	Code
15	UniDepthV2 (FT, metric)	0.999	Yes	UniDepthV2: Universal Monocular Metric Depth Est...	2025-02-27	Code
16	LightedDepth (Video Method)	0.999	No	-	-	Code
17	UniDepth (Zero-shot)	0.999	Yes	UniDepth: Universal Monocular Metric Depth Estim...	2024-03-27	Code
18	SQLdepth (ConvNeXt-L)	0.999	No	SQLdepth: Generalizable Self-Supervised Fine-Str...	2023-09-01	Code
19	AFNet	0.999	No	Adaptive Fusion of Single-View and Multi-View De...	2024-03-12	Code
20	IEBins	0.999	No	IEBins: Iterative Elastic Bins for Monocular Dep...	2023-09-25	Code
21	NDDepth	0.999	No	NDDepth: Normal-Distance Assisted Monocular Dept...	2023-09-19	Code
22	URCDC-Depth	0.999	No	URCDC-Depth: Uncertainty Rectified Cross-Distill...	2023-02-16	Code
23	iDisc	0.999	No	iDisc: Internal Discretization for Monocular Dep...	2023-04-13	Code
24	DDP (Swin-L, step-3)	0.999	No	DDP: Diffusion Model for Dense Visual Prediction	2023-03-30	Code
25	PixelFormer	0.999	Yes	Attention Attention Everywhere: Monocular Depth ...	2022-10-17	Code
26	SwinV2-B 1K-MIM	0.999	No	Revealing the Dark Secrets of Masked Image Model...	2022-05-26	Code
27	BinsFormer	0.999	Yes	BinsFormer: Revisiting Adaptive Bins for Monocul...	2022-04-03	Code
28	NeWCRFs	0.999	Yes	NeW CRFs: Neural Window Fully-connected CRFs for...	2022-03-03	Code
29	DepthFormer	0.999	Yes	DepthFormer: Exploiting Long-Range Correlation a...	2022-03-27	Code
30	MonoDELSNet	0.999	No	Monocular Depth Estimation through Virtual-world...	2021-03-22	Code
31	D-Net	0.999	No	-	-	Code
32	GLPDepth	0.999	No	Global-Local Path Networks for Monocular Depth E...	2022-01-19	Code
33	Depthformer	0.999	Yes	Depthformer : Multiscale Vision Transformer For ...	2022-07-10	Code
34	AdaBins	0.999	Yes	AdaBins: Depth Estimation using Adaptive Bins	2020-11-28	Code
35	Metric3D (zero-shot)	0.999	No	Metric3D: Towards Zero-shot Metric 3D Prediction...	2023-07-20	Code
36	LapDepth	0.999	No	-	-	Code
37	DPT-Hybrid	0.999	No	Vision Transformers for Dense Prediction	2021-03-24	Code
38	Focal-WNet	0.997	No	-	-	Code
39	Marigold	0.996	Yes	Repurposing Diffusion-Based Image Generators for...	2023-12-04	Code
40	DORN	0.994	No	Deep Ordinal Regression Network for Monocular De...	2018-06-06	Code
41	Manydepth2	0.984	No	Manydepth2: Motion-Aware Self-Supervised Multi-F...	2023-12-23	Code
42	GCNDepth	0.984	No	GCNDepth: Self-supervised Monocular Depth Estima...	2021-12-13	Code
43	SC-Depth (ResNet 50)	0.982	No	Unsupervised Scale-consistent Depth Learning fro...	2021-05-25	Code
44	DNet	0.981	No	Toward Hierarchical Self-Supervised Monocular Ab...	2020-04-12	Code
45	SC-Depth (ResNet18)	0.981	No	Unsupervised Scale-consistent Depth Learning fro...	2021-05-25	Code

#1SPIDepth
1
Delta < 1.25^3· Augmentations· 2024-04-18
SPIdepth: Strengthened Pose Information for Self-supervised Monocular Depth Estimation Code
#2Metric3Dv2 (g2, FT, 80m, flip_aug_test)
1
Delta < 1.25^3· Augmentations· 2024-03-22
Metric3Dv2: A Versatile Monocular Geometric Foundation Model for Zero-shot Metric Depth and Surface Normal Estimation Code
#3FutureDepth
1
Delta < 1.25^3· 2024-03-19
FutureDepth: Learning to Predict the Future Improves Video Depth Estimation
#4Depth Anything
1
Delta < 1.25^3· Augmentations· 2024-01-19
Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data Code
#5MetaPrompt-SD
1
Delta < 1.25^3· Augmentations· 2023-12-22
Harnessing Diffusion Models for Visual Perception with Meta Prompts Code
#6ECoDepth
1
Delta < 1.25^3· 2024-03-27
ECoDepth: Effective Conditioning of Diffusion Models for Monocular Depth Estimation Code
#7ScaleDepth-K
1
Delta < 1.25^3· 2024-07-11
ScaleDepth: Decomposing Metric Depth Estimation into Scale Prediction and Relative Depth Estimation Code
#8EVP
1
Delta < 1.25^3· 2023-12-13
EVP: Enhanced Visual Perception using Inverse Multi-Attentive Feature Refinement and Regularized Image-Text Alignment Code
#9SwinV2-L 1K-MIMSOTA
1
Delta < 1.25^3· 2022-05-26
Revealing the Dark Secrets of Masked Image Modeling Code
#10MAMo
0.9995
Delta < 1.25^3· 2023-07-26
MAMo: Leveraging Memory and Attention for Monocular Video Depth Estimation
#11MIM-Swin-V2
0.9994
Delta < 1.25^3· 2023-11-07
Analysis of NaN Divergence in Training Monocular Depth Estimation Model
#12GEDepth
0.9993
Delta < 1.25^3· 2023-09-18
GEDepth: Ground Embedding for Monocular Depth Estimation Code
#13DINOv2 (ViT-g/14 frozen, w/ DPT decoder)
0.9993
Delta < 1.25^3· 2023-04-14
DINOv2: Learning Robust Visual Features without Supervision Code
#14UniK3D (FT, metric)
0.999
Delta < 1.25^3· 2025-03-20
UniK3D: Universal Camera Monocular 3D Estimation Code
#15UniDepthV2 (FT, metric)
0.999
Delta < 1.25^3· Augmentations· 2025-02-27
UniDepthV2: Universal Monocular Metric Depth Estimation Made Simpler Code
#16LightedDepth (Video Method)
0.999
Delta < 1.25^3
No paperCode
#17UniDepth (Zero-shot)
0.999
Delta < 1.25^3· Augmentations· 2024-03-27
UniDepth: Universal Monocular Metric Depth Estimation Code
#18SQLdepth (ConvNeXt-L)
0.999
Delta < 1.25^3· 2023-09-01
SQLdepth: Generalizable Self-Supervised Fine-Structured Monocular Depth Estimation Code
#19AFNet
0.999
Delta < 1.25^3· 2024-03-12
Adaptive Fusion of Single-View and Multi-View Depth for Autonomous Driving Code
#20IEBins
0.999
Delta < 1.25^3· 2023-09-25
IEBins: Iterative Elastic Bins for Monocular Depth Estimation Code
#21NDDepth
0.999
Delta < 1.25^3· 2023-09-19
NDDepth: Normal-Distance Assisted Monocular Depth Estimation Code
#22URCDC-Depth
0.999
Delta < 1.25^3· 2023-02-16
URCDC-Depth: Uncertainty Rectified Cross-Distillation with CutFlip for Monocular Depth Estimation Code
#23iDisc
0.999
Delta < 1.25^3· 2023-04-13
iDisc: Internal Discretization for Monocular Depth Estimation Code
#24DDP (Swin-L, step-3)
0.999
Delta < 1.25^3· 2023-03-30
DDP: Diffusion Model for Dense Visual Prediction Code
#25PixelFormer
0.999
Delta < 1.25^3· Augmentations· 2022-10-17
Attention Attention Everywhere: Monocular Depth Prediction with Skip Attention Code
#26SwinV2-B 1K-MIM
0.999
Delta < 1.25^3· 2022-05-26
Revealing the Dark Secrets of Masked Image Modeling Code
#27BinsFormer
0.999
Delta < 1.25^3· Augmentations· 2022-04-03
BinsFormer: Revisiting Adaptive Bins for Monocular Depth Estimation Code
#28NeWCRFs
0.999
Delta < 1.25^3· Augmentations· 2022-03-03
NeW CRFs: Neural Window Fully-connected CRFs for Monocular Depth Estimation Code
#29DepthFormer
0.999
Delta < 1.25^3· Augmentations· 2022-03-27
DepthFormer: Exploiting Long-Range Correlation and Local Information for Accurate Monocular Depth Estimation Code
#30MonoDELSNet
0.999
Delta < 1.25^3· 2021-03-22
Monocular Depth Estimation through Virtual-world Supervision and Real-world SfM Self-Supervision Code
#31D-Net
0.999
Delta < 1.25^3
No paperCode
#32GLPDepth
0.999
Delta < 1.25^3· 2022-01-19
Global-Local Path Networks for Monocular Depth Estimation with Vertical CutDepth Code
#33Depthformer
0.999
Delta < 1.25^3· Augmentations· 2022-07-10
Depthformer : Multiscale Vision Transformer For Monocular Depth Estimation With Local Global Information Fusion Code
#34AdaBinsSOTA
0.999
Delta < 1.25^3· Augmentations· 2020-11-28
AdaBins: Depth Estimation using Adaptive Bins Code
#35Metric3D (zero-shot)
0.999
Delta < 1.25^3· 2023-07-20
Metric3D: Towards Zero-shot Metric 3D Prediction from A Single Image Code
#36LapDepth
0.999
Delta < 1.25^3
No paperCode
#37DPT-Hybrid
0.999
Delta < 1.25^3· 2021-03-24
Vision Transformers for Dense Prediction Code
#38Focal-WNet
0.997
Delta < 1.25^3
No paperCode
#39Marigold
0.996
Delta < 1.25^3· Augmentations· 2023-12-04
Repurposing Diffusion-Based Image Generators for Monocular Depth Estimation Code
#40DORNSOTA
0.994
Delta < 1.25^3· 2018-06-06
Deep Ordinal Regression Network for Monocular Depth Estimation Code
#41Manydepth2
0.984
Delta < 1.25^3· 2023-12-23
Manydepth2: Motion-Aware Self-Supervised Multi-Frame Monocular Depth Estimation in Dynamic Scenes Code
#42GCNDepth
0.984
Delta < 1.25^3· 2021-12-13
GCNDepth: Self-supervised Monocular Depth Estimation based on Graph Convolutional Network Code
#43SC-Depth (ResNet 50)
0.982
Delta < 1.25^3· 2021-05-25
Unsupervised Scale-consistent Depth Learning from Video Code
#44DNet
0.981
Delta < 1.25^3· 2020-04-12
Toward Hierarchical Self-Supervised Monocular Absolute Depth Estimation for Autonomous Driving Applications Code
#45SC-Depth (ResNet18)
0.981
Delta < 1.25^3· 2021-05-25
Unsupervised Scale-consistent Depth Learning from Video Code