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Models/MonoDEVSNet

MonoDEVSNet

Reported on 10 benchmarks across 2 tasks · 1 paper · 2 SOTA

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

Computer Vision5 results

  • Depth EstimationonKITTI Eigen split unsupervised
    Sq Rel· 2021-03-22
    0.703
    best: 0.785 (Dyna-DM)
    SOTA
    Monocular Depth Estimation through Virtual-world Supervision and Real-world SfM Self-SupervisionarXiv:2103.12209
  • Depth EstimationonKITTI Eigen split unsupervised
    Delta < 1.25· 2021-03-22
    0.882
    best: 0.94 (SPIdepth)
    Monocular Depth Estimation through Virtual-world Supervision and Real-world SfM Self-SupervisionarXiv:2103.12209
  • Depth EstimationonKITTI Eigen split unsupervised
    Delta < 1.25^2· 2021-03-22
    0.962
    best: 0.973 (SPIdepth)
    Monocular Depth Estimation through Virtual-world Supervision and Real-world SfM Self-SupervisionarXiv:2103.12209
  • Depth EstimationonKITTI Eigen split unsupervised
    RMSE· 2021-03-22
    4.413
    best: 3.662 (SPIdepth)
    Monocular Depth Estimation through Virtual-world Supervision and Real-world SfM Self-SupervisionarXiv:2103.12209
  • Depth EstimationonKITTI Eigen split unsupervised
    absolute relative error· 2021-03-22
    0.101
    best: 0.071 (SPIdepth)
    Monocular Depth Estimation through Virtual-world Supervision and Real-world SfM Self-SupervisionarXiv:2103.12209

Methodology5 results

  • 3DonKITTI Eigen split unsupervised
    Sq Rel· 2021-03-22
    0.703
    best: 0.785 (Dyna-DM)
    SOTA
    Monocular Depth Estimation through Virtual-world Supervision and Real-world SfM Self-SupervisionarXiv:2103.12209
  • 3DonKITTI Eigen split unsupervised
    Delta < 1.25· 2021-03-22
    0.882
    best: 0.94 (SPIdepth)
    Monocular Depth Estimation through Virtual-world Supervision and Real-world SfM Self-SupervisionarXiv:2103.12209
  • 3DonKITTI Eigen split unsupervised
    Delta < 1.25^2· 2021-03-22
    0.962
    best: 0.973 (SPIdepth)
    Monocular Depth Estimation through Virtual-world Supervision and Real-world SfM Self-SupervisionarXiv:2103.12209
  • 3DonKITTI Eigen split unsupervised
    RMSE· 2021-03-22
    4.413
    best: 3.662 (SPIdepth)
    Monocular Depth Estimation through Virtual-world Supervision and Real-world SfM Self-SupervisionarXiv:2103.12209
  • 3DonKITTI Eigen split unsupervised
    absolute relative error· 2021-03-22
    0.101
    best: 0.071 (SPIdepth)
    Monocular Depth Estimation through Virtual-world Supervision and Real-world SfM Self-SupervisionarXiv:2103.12209