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Models/PaMIR

PaMIR

Reported on 11 benchmarks across 2 tasks · 1 paper · 6 SOTA

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

Computer Vision11 results

  • ReconstructiononCustomHumans
    Normal Consistency· uses extra data· 2020-07-08
    0.813
    best: 0.826 (SiTH)
    SOTA
    PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human ReconstructionarXiv:2007.03858
  • ReconstructiononCAPE
    Chamfer (cm)· 2020-07-08
    2.122
    best: 1.142 (ICON)
    SOTA
    PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human ReconstructionarXiv:2007.03858
  • Lifelike 3D Human GenerationonTHuman2.0 Dataset
    CLIP Similarity· 2020-07-08
    0.8861
    best: 0.9235 (Human-VDM)
    SOTA
    PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human ReconstructionarXiv:2007.03858
  • Lifelike 3D Human GenerationonTHuman2.0 Dataset
    LPIPS· 2020-07-08
    0.1461
    best: 0.0957 (Human-VDM)
    SOTA
    PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human ReconstructionarXiv:2007.03858
  • Lifelike 3D Human GenerationonTHuman2.0 Dataset
    PSNR· 2020-07-08
    16.6267
    best: 20.068 (Human-VDM)
    SOTA
    PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human ReconstructionarXiv:2007.03858
  • Lifelike 3D Human GenerationonTHuman2.0 Dataset
    SSIM· 2020-07-08
    0.8924
    best: 0.9228 (Human-VDM)
    SOTA
    PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human ReconstructionarXiv:2007.03858
  • ReconstructiononCustomHumans
    Chamfer Distance P-to-S· uses extra data· 2020-07-08
    2.181
    best: 1.871 (SiTH)
    PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human ReconstructionarXiv:2007.03858
  • ReconstructiononCustomHumans
    Chamfer Distance S-to-P· uses extra data· 2020-07-08
    2.507
    best: 2.045 (SiTH)
    PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human ReconstructionarXiv:2007.03858
  • ReconstructiononCustomHumans
    f-Score· uses extra data· 2020-07-08
    35.847
    best: 39.076 (PIFuHD)
    PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human ReconstructionarXiv:2007.03858
  • ReconstructiononCAPE
    NC· 2020-07-08
    0.088
    best: 0.186 (PIFu (THuman2.0))
    PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human ReconstructionarXiv:2007.03858
  • ReconstructiononCAPE
    P2S (cm)· 2020-07-08
    1.495
    best: 3.123 (PIFuHD)
    PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human ReconstructionarXiv:2007.03858