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Models/LeReS

LeReS

Reported on 16 benchmarks across 2 tasks · 1 paper · 10 SOTA

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

Computer Vision8 results

  • Depth EstimationonNYU-Depth V2
    Delta < 1.25· uses extra data· 2020-12-17
    0.916
    best: 0.989 (UniK3D (FT, metric))
    SOTA
    Learning to Recover 3D Scene Shape from a Single ImagearXiv:2012.09365
  • Depth EstimationonNYU-Depth V2
    absolute relative error· uses extra data· 2020-12-17
    0.09
    best: 0.026 (HybridDepth)
    SOTA
    Learning to Recover 3D Scene Shape from a Single ImagearXiv:2012.09365
  • Depth EstimationonETH3D
    Delta < 1.25· 2020-12-17
    0.0777
    best: 0.981 (Distill Any Depth)
    SOTA
    Learning to Recover 3D Scene Shape from a Single ImagearXiv:2012.09365
  • Depth EstimationonETH3D
    absolute relative error· 2020-12-17
    0.0171
    best: 0.0121 (HDN)
    SOTA
    Learning to Recover 3D Scene Shape from a Single ImagearXiv:2012.09365
  • Depth EstimationonDIODE
    Delta < 1.25^3· uses extra data· 2020-12-17
    0.9
    SOTA
    Learning to Recover 3D Scene Shape from a Single ImagearXiv:2012.09365
  • Depth EstimationonScanNetV2
    absolute relative error· 2020-12-17
    0.095
    best: 0.042 (Distill Any Depth)
    Learning to Recover 3D Scene Shape from a Single ImagearXiv:2012.09365
  • Depth EstimationonKITTI Eigen split
    Delta < 1.25· 2020-12-17
    0.784
    best: 0.99 (SPIDepth)
    Learning to Recover 3D Scene Shape from a Single ImagearXiv:2012.09365
  • Depth EstimationonKITTI Eigen split
    absolute relative error· 2020-12-17
    0.149
    best: 0.029 (SPIDepth)
    Learning to Recover 3D Scene Shape from a Single ImagearXiv:2012.09365

Methodology8 results

  • 3DonNYU-Depth V2
    Delta < 1.25· uses extra data· 2020-12-17
    0.916
    best: 0.989 (UniK3D (FT, metric))
    SOTA
    Learning to Recover 3D Scene Shape from a Single ImagearXiv:2012.09365
  • 3DonNYU-Depth V2
    absolute relative error· uses extra data· 2020-12-17
    0.09
    best: 0.026 (HybridDepth)
    SOTA
    Learning to Recover 3D Scene Shape from a Single ImagearXiv:2012.09365
  • 3DonETH3D
    Delta < 1.25· 2020-12-17
    0.0777
    best: 0.981 (Distill Any Depth)
    SOTA
    Learning to Recover 3D Scene Shape from a Single ImagearXiv:2012.09365
  • 3DonETH3D
    absolute relative error· 2020-12-17
    0.0171
    best: 0.0121 (HDN)
    SOTA
    Learning to Recover 3D Scene Shape from a Single ImagearXiv:2012.09365
  • 3DonDIODE
    Delta < 1.25^3· uses extra data· 2020-12-17
    0.9
    SOTA
    Learning to Recover 3D Scene Shape from a Single ImagearXiv:2012.09365
  • 3DonScanNetV2
    absolute relative error· 2020-12-17
    0.095
    best: 0.042 (Distill Any Depth)
    Learning to Recover 3D Scene Shape from a Single ImagearXiv:2012.09365
  • 3DonKITTI Eigen split
    Delta < 1.25· 2020-12-17
    0.784
    best: 0.99 (SPIDepth)
    Learning to Recover 3D Scene Shape from a Single ImagearXiv:2012.09365
  • 3DonKITTI Eigen split
    absolute relative error· 2020-12-17
    0.149
    best: 0.029 (SPIDepth)
    Learning to Recover 3D Scene Shape from a Single ImagearXiv:2012.09365