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SotA/Computer Vision/Depth Estimation/KITTI Eigen split unsupervised

Depth Estimation on KITTI Eigen split unsupervised

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

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#Model↕Delta < 1.25^3▼Extra DataPaperDate↕Code
1Jasmine0.986NoJasmine: Harnessing Diffusion Prior for Self-sup...2025-03-20-
2NimbleD-LiteMono-8M0.986NoNimbleD: Enhancing Self-supervised Monocular Dep...2024-08-26Code
3NimbleD-LiteMono0.986NoNimbleD: Enhancing Self-supervised Monocular Dep...2024-08-26Code
4Nimbled-SwiftDepth0.986NoNimbleD: Enhancing Self-supervised Monocular Dep...2024-08-26Code
5CREMono(M + 1024x320 + Res50)0.986No---
6NimbleD-LiteMono-S0.986NoNimbleD: Enhancing Self-supervised Monocular Dep...2024-08-26Code
7SPIdepth0.985NoSPIdepth: Strengthened Pose Information for Self...2024-04-18Code
8SCIPaD0.985NoSCIPaD: Incorporating Spatial Clues into Unsuper...2024-07-07Code
9DCPI-Depth (M+1024x320)0.985NoDCPI-Depth: Explicitly Infusing Dense Correspond...2024-05-27-
10MonoViT(MS+1024x320)0.985NoMonoViT: Self-Supervised Monocular Depth Estimat...2022-08-06Code
11Manydepth2-NF(M+640x192)0.985NoManydepth2: Motion-Aware Self-Supervised Multi-F...2023-12-23Code
12DCPI-Depth (M+640x192)0.985NoDCPI-Depth: Explicitly Infusing Dense Correspond...2024-05-27-
13ProDepth(M+640x192)0.985NoProDepth: Boosting Self-Supervised Multi-Frame M...2024-07-12Code
14Nimbled-MD2-R500.985NoNimbleD: Enhancing Self-supervised Monocular Dep...2024-08-26Code
15Nimbled-SwiftDepth-S0.985NoNimbleD: Enhancing Self-supervised Monocular Dep...2024-08-26Code
16Nimbled-MD2-R180.985NoNimbleD: Enhancing Self-supervised Monocular Dep...2024-08-26Code
17PlaneDepth (S + 1280x384)0.984NoPlaneDepth: Self-supervised Depth Estimation via...2022-10-04Code
18ProDepth0.984NoProDepth: Boosting Self-Supervised Multi-Frame M...2024-07-12Code
19Manydepth2(M+640x192)0.984NoManydepth2: Motion-Aware Self-Supervised Multi-F...2023-12-23Code
20DIFFNet (MS+1024x320)0.984NoSelf-Supervised Monocular Depth Estimation with ...2021-10-18Code
21TransDSSL0.984No--Code
22DS-Depth0.984NoDS-Depth: Dynamic and Static Depth Estimation vi...2023-08-14Code
23DynamicDepth (M+640x192)0.984NoDisentangling Object Motion and Occlusion for Un...2022-03-29Code
24EPCDepth(S+1024x320)0.983NoExcavating the Potential Capacity of Self-Superv...2021-09-26Code
25SCIPaD(M+640x192)0.983NoSCIPaD: Incorporating Spatial Clues into Unsuper...2024-07-07Code
26VTDepthB2 (stereo supervision)0.983No--Code
27X-Distill (M+1024x320)0.983NoX-Distill: Improving Self-Supervised Monocular D...2021-10-24-
28VTDepthB2 (monocular supervision)0.983No--Code
29FeatDepth-MS0.982NoFeature-metric Loss for Self-supervised Learning...2020-07-21Code
30EPCDepth(S+640x192)0.982NoExcavating the Potential Capacity of Self-Superv...2021-09-26Code
31Dyna-DM0.982NoDyna-DM: Dynamic Object-aware Self-supervised Mo...2022-06-08Code
32SharinGAN0.981NoSharinGAN: Combining Synthetic and Real Data for...2020-06-07Code