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Models/SharinGAN

SharinGAN

Reported on 20 benchmarks across 2 tasks · 1 paper · 16 SOTA

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

Computer Vision10 results

  • Depth EstimationonMake3D
    Abs Rel· 2020-06-07
    0.377
    best: 0.424 (GCNDepth)
    SOTA
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • Depth EstimationonMake3D
    Sq Rel· 2020-06-07
    4.9
    SOTA
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • Depth EstimationonKITTI Eigen split unsupervised
    Delta < 1.25· 2020-06-07
    0.864
    best: 0.94 (SPIdepth)
    SOTA
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • Depth EstimationonKITTI Eigen split unsupervised
    Delta < 1.25^2· 2020-06-07
    0.954
    best: 0.973 (SPIdepth)
    SOTA
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • Depth EstimationonKITTI Eigen split unsupervised
    Delta < 1.25^3· 2020-06-07
    0.981
    best: 0.986 (Jasmine)
    SOTA
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • Depth EstimationonKITTI Eigen split unsupervised
    RMSE· 2020-06-07
    3.77
    best: 3.662 (SPIdepth)
    SOTA
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • Depth EstimationonKITTI Eigen split unsupervised
    RMSE log· 2020-06-07
    0.19
    best: 0.153 (SPIdepth)
    SOTA
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • Depth EstimationonKITTI Eigen split unsupervised
    Sq Rel· 2020-06-07
    0.673
    best: 0.785 (Dyna-DM)
    SOTA
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • Depth EstimationonMake3D
    RMSE· 2020-06-07
    8.388
    best: 0.232 (AnyNet [88])
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • Depth EstimationonKITTI Eigen split unsupervised
    absolute relative error· 2020-06-07
    0.109
    best: 0.071 (SPIdepth)
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026

Methodology10 results

  • 3DonMake3D
    Abs Rel· 2020-06-07
    0.377
    best: 0.424 (GCNDepth)
    SOTA
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • 3DonMake3D
    Sq Rel· 2020-06-07
    4.9
    SOTA
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • 3DonKITTI Eigen split unsupervised
    Delta < 1.25· 2020-06-07
    0.864
    best: 0.94 (SPIdepth)
    SOTA
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • 3DonKITTI Eigen split unsupervised
    Delta < 1.25^2· 2020-06-07
    0.954
    best: 0.973 (SPIdepth)
    SOTA
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • 3DonKITTI Eigen split unsupervised
    Delta < 1.25^3· 2020-06-07
    0.981
    best: 0.986 (Jasmine)
    SOTA
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • 3DonKITTI Eigen split unsupervised
    RMSE· 2020-06-07
    3.77
    best: 3.662 (SPIdepth)
    SOTA
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • 3DonKITTI Eigen split unsupervised
    RMSE log· 2020-06-07
    0.19
    best: 0.153 (SPIdepth)
    SOTA
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • 3DonKITTI Eigen split unsupervised
    Sq Rel· 2020-06-07
    0.673
    best: 0.785 (Dyna-DM)
    SOTA
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • 3DonMake3D
    RMSE· 2020-06-07
    8.388
    best: 0.232 (AnyNet [88])
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026
  • 3DonKITTI Eigen split unsupervised
    absolute relative error· 2020-06-07
    0.109
    best: 0.071 (SPIdepth)
    SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry EstimationarXiv:2006.04026