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SotA/Methodology/3D/KITTI Eigen split

3D on KITTI Eigen split

Metric: Sq Rel (higher is better)

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#Model↕Sq Rel▼AugmentationsPaperDate↕Code
1SfM-Revisited0.224NoDeep Two-View Structure-from-Motion Revisited2021-04-01Code
2D-Net0.189No--Code
3Depthformer0.187YesDepthformer : Multiscale Vision Transformer For ...2022-07-10Code
4DINOv2 (ViT-g/14 frozen, w/ DPT decoder)0.1797NoDINOv2: Learning Robust Visual Features without ...2023-04-14Code
5Manydepth20.17NoManydepth2: Motion-Aware Self-Supervised Multi-F...2023-12-23Code
6MonoDELSNet0.161NoMonocular Depth Estimation through Virtual-world...2021-03-22Code
7DepthFormer0.158YesDepthFormer: Exploiting Long-Range Correlation a...2022-03-27Code
8NeWCRFs0.155YesNeW CRFs: Neural Window Fully-connected CRFs for...2022-03-03Code
9BinsFormer0.151YesBinsFormer: Revisiting Adaptive Bins for Monocul...2022-04-03Code
10PixelFormer0.149YesAttention Attention Everywhere: Monocular Depth ...2022-10-17Code
11DDP (Swin-L, step-3)0.148NoDDP: Diffusion Model for Dense Visual Prediction2023-03-30Code
12SwinV2-B 1K-MIM0.148NoRevealing the Dark Secrets of Masked Image Model...2022-05-26Code
13MIM-Swin-V20.1458NoAnalysis of NaN Divergence in Training Monocular...2023-11-07-
14iDisc0.145NoiDisc: Internal Discretization for Monocular Dep...2023-04-13Code
15GEDepth0.142NoGEDepth: Ground Embedding for Monocular Depth Es...2023-09-18Code
16IEBins0.142NoIEBins: Iterative Elastic Bins for Monocular Dep...2023-09-25Code
17URCDC-Depth0.142NoURCDC-Depth: Uncertainty Rectified Cross-Distill...2023-02-16Code
18NDDepth0.141NoNDDepth: Normal-Distance Assisted Monocular Dept...2023-09-19Code
19ECoDepth0.139NoECoDepth: Effective Conditioning of Diffusion Mo...2024-03-27Code
20SwinV2-L 1K-MIM0.139NoRevealing the Dark Secrets of Masked Image Model...2022-05-26Code
21ScaleDepth-K0.136NoScaleDepth: Decomposing Metric Depth Estimation ...2024-07-11Code
22EVP0.136NoEVP: Enhanced Visual Perception using Inverse Mu...2023-12-13Code
23AFNet0.132NoAdaptive Fusion of Single-View and Multi-View De...2024-03-12Code
24MAMo0.13NoMAMo: Leveraging Memory and Attention for Monocu...2023-07-26-
25MetaPrompt-SD0.125YesHarnessing Diffusion Models for Visual Perceptio...2023-12-22Code
26Depth Anything0.121YesDepth Anything: Unleashing the Power of Large-Sc...2024-01-19Code
27FutureDepth0.117NoFutureDepth: Learning to Predict the Future Impr...2024-03-19-
28LightedDepth (Video Method)0.107No--Code
29SQLdepth (ConvNeXt-L)0.105NoSQLdepth: Generalizable Self-Supervised Fine-Str...2023-09-01Code
30SPIDepth0.069YesSPIdepth: Strengthened Pose Information for Self...2024-04-18Code