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Models/ML-PIFu (end-to-end)

ML-PIFu (end-to-end)

Reported on 8 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 Vision8 results

  • Object ReconstructiononBUFF
    Surface normal consistency· 2020-04-01
    0.22
    SOTA
    PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human DigitizationarXiv:2004.00452
  • 3D Object ReconstructiononBUFF
    Surface normal consistency· 2020-04-01
    0.22
    SOTA
    PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human DigitizationarXiv:2004.00452
  • Object ReconstructiononRenderPeople
    Chamfer (cm)· uses extra data· 2020-04-01
    1.525
    best: 0.567 (PIFu (3 views))
    PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human DigitizationarXiv:2004.00452
  • Object ReconstructiononBUFF
    Chamfer (cm)· 2020-04-01
    1.525
    best: 0.61 (ARCH++)
    PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human DigitizationarXiv:2004.00452
  • Object ReconstructiononBUFF
    Point-to-surface distance (cm)· 2020-04-01
    0.25
    best: 1.63 (ML-PIFu (alternate))
    PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human DigitizationarXiv:2004.00452
  • 3D Object ReconstructiononRenderPeople
    Chamfer (cm)· uses extra data· 2020-04-01
    1.525
    best: 0.567 (PIFu (3 views))
    PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human DigitizationarXiv:2004.00452
  • 3D Object ReconstructiononBUFF
    Chamfer (cm)· 2020-04-01
    1.525
    best: 0.61 (ARCH++)
    PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human DigitizationarXiv:2004.00452
  • 3D Object ReconstructiononBUFF
    Point-to-surface distance (cm)· 2020-04-01
    0.25
    best: 1.63 (ML-PIFu (alternate))
    PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human DigitizationarXiv:2004.00452