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Models/NSFP

NSFP

Reported on 8 benchmarks across 2 tasks · 2 papers · 4 SOTA

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

Computer Vision12 results

  • 3D Point Cloud InterpolationonNL-Drive
    CD· 2023-03-27
    1.75
    SOTA
    NeuralPCI: Spatio-temporal Neural Field for 3D Point Cloud Multi-frame Non-linear InterpolationarXiv:2303.15126
  • 3D Point Cloud InterpolationonDHB Dataset
    CD· 2023-03-27
    1.22
    SOTA
    NeuralPCI: Spatio-temporal Neural Field for 3D Point Cloud Multi-frame Non-linear InterpolationarXiv:2303.15126
  • Scene Flow EstimationonArgoverse 2
    EPE Background Static· 2021-11-01
    0.034445
    best: 0.090712 (FastNSF)
    SOTA
    Neural Scene Flow PriorarXiv:2111.01253
  • Scene Flow EstimationonArgoverse 2
    EPE Foreground Static· 2021-11-01
    0.031576
    best: 0.08136 (FastNSF)
    SOTA
    Neural Scene Flow PriorarXiv:2111.01253
  • 3D Point Cloud InterpolationonNL-Drive
    EMD· 2023-03-27
    132.13
    best: 140.42 (PV-RAFT)
    NeuralPCI: Spatio-temporal Neural Field for 3D Point Cloud Multi-frame Non-linear InterpolationarXiv:2303.15126
  • 3D Point Cloud InterpolationonDHB Dataset
    EMD· 2023-03-27
    7.81
    best: 12.25 (PointINet)
    NeuralPCI: Spatio-temporal Neural Field for 3D Point Cloud Multi-frame Non-linear InterpolationarXiv:2303.15126
  • Scene Flow EstimationonArgoverse 2
    EPE 3-Way· 2021-11-01
    0.060606
    best: 0.11182 (FastNSF)
    Neural Scene Flow PriorarXiv:2111.01253
  • Scene Flow EstimationonArgoverse 2
    EPE Foreground Dynamic· 2021-11-01
    0.115796
    best: 0.2109 (ZeroFlow)
    Neural Scene Flow PriorarXiv:2111.01253
  • Scene Flow EstimationonArgoverse 2
    EPE 3-Way· 2021-11-01
    0.060606
    best: 0.11182 (FastNSF)
    Neural Scene Flow PriorarXiv:2111.01253
  • Scene Flow EstimationonArgoverse 2
    EPE Background Static· 2021-11-01
    0.034445
    best: 0.090712 (FastNSF)
    Neural Scene Flow PriorarXiv:2111.01253
  • Scene Flow EstimationonArgoverse 2
    EPE Foreground Dynamic· 2021-11-01
    0.115796
    best: 0.2109 (ZeroFlow)
    Neural Scene Flow PriorarXiv:2111.01253
  • Scene Flow EstimationonArgoverse 2
    EPE Foreground Static· 2021-11-01
    0.031576
    best: 0.08136 (FastNSF)
    Neural Scene Flow PriorarXiv:2111.01253