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Models/Feature Geometric Net (FG-Net)

Feature Geometric Net (FG-Net)

Reported on 16 benchmarks across 5 tasks · 1 paper · 4 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· 2020-12-17
    91.1
    best: 92.4 (ULIP + PointMLP)
    FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware ModellingarXiv:2012.09439
  • Shape Representation Of 3D Point CloudsonModelNet40
    Overall Accuracy· 2020-12-17
    93.8
    best: 95.3 (PointGST)
    FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware ModellingarXiv:2012.09439
  • 3D Point Cloud ClassificationonModelNet40
    Mean Accuracy· 2020-12-17
    91.1
    best: 92.4 (ULIP + PointMLP)
    FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware ModellingarXiv:2012.09439
  • 3D Point Cloud ClassificationonModelNet40
    Overall Accuracy· 2020-12-17
    93.8
    best: 95.3 (PointGST)
    FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware ModellingarXiv:2012.09439
  • 3D Point Cloud ReconstructiononModelNet40
    Mean Accuracy· 2020-12-17
    91.1
    best: 92.4 (ULIP + PointMLP)
    FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware ModellingarXiv:2012.09439
  • 3D Point Cloud ReconstructiononModelNet40
    Overall Accuracy· 2020-12-17
    93.8
    best: 95.3 (PointGST)
    FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware ModellingarXiv:2012.09439

Medical5 results

  • Semantic SegmentationonS3DIS
    mAcc· 2020-12-17
    82.9
    best: 89.9 (Sonata + PTv3)
    SOTA
    FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware ModellingarXiv:2012.09439
  • Semantic SegmentationonShapeNet-Part
    Class Average IoU· 2020-12-17
    87.7
    SOTA
    FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware ModellingarXiv:2012.09439
  • Semantic SegmentationonS3DIS
    Mean IoU· 2020-12-17
    70.8
    best: 82.3 (Sonata + PTv3)
    FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware ModellingarXiv:2012.09439
  • Semantic SegmentationonS3DIS
    oAcc· 2020-12-17
    88.2
    best: 93.3 (Sonata + PTv3)
    FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware ModellingarXiv:2012.09439
  • Semantic SegmentationonShapeNet-Part
    Instance Average IoU· 2020-12-17
    86.6
    best: 89.1 (GeomGCNN)
    FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware ModellingarXiv:2012.09439

Audio5 results

  • 10-shot image generationonS3DIS
    mAcc· 2020-12-17
    82.9
    best: 89.9 (Sonata + PTv3)
    SOTA
    FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware ModellingarXiv:2012.09439
  • 10-shot image generationonShapeNet-Part
    Class Average IoU· 2020-12-17
    87.7
    SOTA
    FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware ModellingarXiv:2012.09439
  • 10-shot image generationonS3DIS
    Mean IoU· 2020-12-17
    70.8
    best: 82.3 (Sonata + PTv3)
    FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware ModellingarXiv:2012.09439
  • 10-shot image generationonS3DIS
    oAcc· 2020-12-17
    88.2
    best: 93.3 (Sonata + PTv3)
    FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware ModellingarXiv:2012.09439
  • 10-shot image generationonShapeNet-Part
    Instance Average IoU· 2020-12-17
    86.6
    best: 89.1 (GeomGCNN)
    FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware ModellingarXiv:2012.09439