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Models/PointMixer

PointMixer

Reported on 10 benchmarks across 5 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 Vision6 results

  • Shape Representation Of 3D Point CloudsonModelNet40
    Mean Accuracy· 2021-11-22
    91.4
    best: 92.4 (ULIP + PointMLP)
    PointMixer: MLP-Mixer for Point Cloud UnderstandingarXiv:2111.11187
  • Shape Representation Of 3D Point CloudsonModelNet40
    Overall Accuracy· 2021-11-22
    93.6
    best: 95.3 (PointGST)
    PointMixer: MLP-Mixer for Point Cloud UnderstandingarXiv:2111.11187
  • 3D Point Cloud ClassificationonModelNet40
    Mean Accuracy· 2021-11-22
    91.4
    best: 92.4 (ULIP + PointMLP)
    PointMixer: MLP-Mixer for Point Cloud UnderstandingarXiv:2111.11187
  • 3D Point Cloud ClassificationonModelNet40
    Overall Accuracy· 2021-11-22
    93.6
    best: 95.3 (PointGST)
    PointMixer: MLP-Mixer for Point Cloud UnderstandingarXiv:2111.11187
  • 3D Point Cloud ReconstructiononModelNet40
    Mean Accuracy· 2021-11-22
    91.4
    best: 92.4 (ULIP + PointMLP)
    PointMixer: MLP-Mixer for Point Cloud UnderstandingarXiv:2111.11187
  • 3D Point Cloud ReconstructiononModelNet40
    Overall Accuracy· 2021-11-22
    93.6
    best: 95.3 (PointGST)
    PointMixer: MLP-Mixer for Point Cloud UnderstandingarXiv:2111.11187

Medical2 results

  • Semantic SegmentationonS3DIS Area5
    mAcc· 2021-11-22
    77.4
    best: 81.6 (Sonata + PTv3)
    SOTA
    PointMixer: MLP-Mixer for Point Cloud UnderstandingarXiv:2111.11187
  • Semantic SegmentationonS3DIS Area5
    mIoU· 2021-11-22
    71.4
    best: 76 (Sonata + PTv3)
    PointMixer: MLP-Mixer for Point Cloud UnderstandingarXiv:2111.11187

Audio2 results

  • 10-shot image generationonS3DIS Area5
    mAcc· 2021-11-22
    77.4
    best: 81.6 (Sonata + PTv3)
    SOTA
    PointMixer: MLP-Mixer for Point Cloud UnderstandingarXiv:2111.11187
  • 10-shot image generationonS3DIS Area5
    mIoU· 2021-11-22
    71.4
    best: 76 (Sonata + PTv3)
    PointMixer: MLP-Mixer for Point Cloud UnderstandingarXiv:2111.11187