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SotA/Methodology/3D/KITTI Eigen split unsupervised

3D on KITTI Eigen split unsupervised

Metric: Delta < 1.25^2 (higher is better)

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#Model↕Delta < 1.25^2▼AugmentationsPaperDate↕Code
1SPIdepth0.973NoSPIdepth: Strengthened Pose Information for Self...2024-04-18Code
2Jasmine0.972NoJasmine: Harnessing Diffusion Prior for Self-sup...2025-03-20-
3SCIPaD0.97NoSCIPaD: Incorporating Spatial Clues into Unsuper...2024-07-07Code
4NimbleD-LiteMono-8M0.97NoNimbleD: Enhancing Self-supervised Monocular Dep...2024-08-26Code
5ProDepth0.969NoProDepth: Boosting Self-Supervised Multi-Frame M...2024-07-12Code
6DCPI-Depth (M+1024x320)0.969NoDCPI-Depth: Explicitly Infusing Dense Correspond...2024-05-27-
7MonoViT(MS+1024x320)0.969NoMonoViT: Self-Supervised Monocular Depth Estimat...2022-08-06Code
8NimbleD-LiteMono0.969NoNimbleD: Enhancing Self-supervised Monocular Dep...2024-08-26Code
9Nimbled-SwiftDepth0.969NoNimbleD: Enhancing Self-supervised Monocular Dep...2024-08-26Code
10CREMono(M + 1024x320 + Res50)0.969No---
11PlaneDepth (S + 1280x384)0.968NoPlaneDepth: Self-supervised Depth Estimation via...2022-10-04Code
12Manydepth2(M+640x192)0.968NoManydepth2: Motion-Aware Self-Supervised Multi-F...2023-12-23Code
13Manydepth2-NF(M+640x192)0.968NoManydepth2: Motion-Aware Self-Supervised Multi-F...2023-12-23Code
14DIFFNet (MS+1024x320)0.968NoSelf-Supervised Monocular Depth Estimation with ...2021-10-18Code
15Nimbled-MD2-R500.968NoNimbleD: Enhancing Self-supervised Monocular Dep...2024-08-26Code
16Nimbled-SwiftDepth-S0.968NoNimbleD: Enhancing Self-supervised Monocular Dep...2024-08-26Code
17DCPI-Depth (M+640x192)0.967NoDCPI-Depth: Explicitly Infusing Dense Correspond...2024-05-27-
18TransDSSL0.967No--Code
19ProDepth(M+640x192)0.967NoProDepth: Boosting Self-Supervised Multi-Frame M...2024-07-12Code
20NimbleD-LiteMono-S0.967NoNimbleD: Enhancing Self-supervised Monocular Dep...2024-08-26Code
21Nimbled-MD2-R180.967NoNimbleD: Enhancing Self-supervised Monocular Dep...2024-08-26Code
22EPCDepth(S+1024x320)0.966NoExcavating the Potential Capacity of Self-Superv...2021-09-26Code
23DS-Depth0.966NoDS-Depth: Dynamic and Static Depth Estimation vi...2023-08-14Code
24VTDepthB2 (stereo supervision)0.965No--Code
25X-Distill (M+1024x320)0.965NoX-Distill: Improving Self-Supervised Monocular D...2021-10-24-
26DynamicDepth (M+640x192)0.964NoDisentangling Object Motion and Occlusion for Un...2022-03-29Code
27SCIPaD(M+640x192)0.964NoSCIPaD: Incorporating Spatial Clues into Unsuper...2024-07-07Code
28VTDepthB2 (monocular supervision)0.964No--Code
29FeatDepth-MS0.963NoFeature-metric Loss for Self-supervised Learning...2020-07-21Code
30EPCDepth(S+640x192)0.963NoExcavating the Potential Capacity of Self-Superv...2021-09-26Code
31MonoDEVSNet0.962NoMonocular Depth Estimation through Virtual-world...2021-03-22Code
32Dyna-DM0.959NoDyna-DM: Dynamic Object-aware Self-supervised Mo...2022-06-08Code
33SharinGAN0.954NoSharinGAN: Combining Synthetic and Real Data for...2020-06-07Code