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Models/DCPI-Depth (M+1024x320)

DCPI-Depth (M+1024x320)

Reported on 14 benchmarks across 2 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision7 results

Depth EstimationonKITTI Eigen split unsupervised
Delta < 1.25· 2024-05-27
0.914
best: 0.94 (SPIdepth)
DCPI-Depth: Explicitly Infusing Dense Correspondence Prior to Unsupervised Monocular Depth Estimation arXiv:2405.16960
Depth EstimationonKITTI Eigen split unsupervised
Delta < 1.25^2· 2024-05-27
0.969
best: 0.973 (SPIdepth)
DCPI-Depth: Explicitly Infusing Dense Correspondence Prior to Unsupervised Monocular Depth Estimation arXiv:2405.16960
Depth EstimationonKITTI Eigen split unsupervised
Delta < 1.25^3· 2024-05-27
0.985
best: 0.986 (Jasmine)
DCPI-Depth: Explicitly Infusing Dense Correspondence Prior to Unsupervised Monocular Depth Estimation arXiv:2405.16960
Depth EstimationonKITTI Eigen split unsupervised
RMSE· 2024-05-27
4.113
best: 3.662 (SPIdepth)
DCPI-Depth: Explicitly Infusing Dense Correspondence Prior to Unsupervised Monocular Depth Estimation arXiv:2405.16960
Depth EstimationonKITTI Eigen split unsupervised
RMSE log· 2024-05-27
0.167
best: 0.153 (SPIdepth)
DCPI-Depth: Explicitly Infusing Dense Correspondence Prior to Unsupervised Monocular Depth Estimation arXiv:2405.16960
Depth EstimationonKITTI Eigen split unsupervised
Sq Rel· 2024-05-27
0.655
best: 0.785 (Dyna-DM)
DCPI-Depth: Explicitly Infusing Dense Correspondence Prior to Unsupervised Monocular Depth Estimation arXiv:2405.16960
Depth EstimationonKITTI Eigen split unsupervised
absolute relative error· 2024-05-27
0.09
best: 0.071 (SPIdepth)
DCPI-Depth: Explicitly Infusing Dense Correspondence Prior to Unsupervised Monocular Depth Estimation arXiv:2405.16960

Methodology7 results

3DonKITTI Eigen split unsupervised
Delta < 1.25· 2024-05-27
0.914
best: 0.94 (SPIdepth)
DCPI-Depth: Explicitly Infusing Dense Correspondence Prior to Unsupervised Monocular Depth Estimation arXiv:2405.16960
3DonKITTI Eigen split unsupervised
Delta < 1.25^2· 2024-05-27
0.969
best: 0.973 (SPIdepth)
DCPI-Depth: Explicitly Infusing Dense Correspondence Prior to Unsupervised Monocular Depth Estimation arXiv:2405.16960
3DonKITTI Eigen split unsupervised
Delta < 1.25^3· 2024-05-27
0.985
best: 0.986 (Jasmine)
DCPI-Depth: Explicitly Infusing Dense Correspondence Prior to Unsupervised Monocular Depth Estimation arXiv:2405.16960
3DonKITTI Eigen split unsupervised
RMSE· 2024-05-27
4.113
best: 3.662 (SPIdepth)
DCPI-Depth: Explicitly Infusing Dense Correspondence Prior to Unsupervised Monocular Depth Estimation arXiv:2405.16960
3DonKITTI Eigen split unsupervised
RMSE log· 2024-05-27
0.167
best: 0.153 (SPIdepth)
DCPI-Depth: Explicitly Infusing Dense Correspondence Prior to Unsupervised Monocular Depth Estimation arXiv:2405.16960
3DonKITTI Eigen split unsupervised
Sq Rel· 2024-05-27
0.655
best: 0.785 (Dyna-DM)
DCPI-Depth: Explicitly Infusing Dense Correspondence Prior to Unsupervised Monocular Depth Estimation arXiv:2405.16960
3DonKITTI Eigen split unsupervised
absolute relative error· 2024-05-27
0.09
best: 0.071 (SPIdepth)
DCPI-Depth: Explicitly Infusing Dense Correspondence Prior to Unsupervised Monocular Depth Estimation arXiv:2405.16960