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Models/HoHoNet (ResNet-101)

HoHoNet (ResNet-101)

Reported on 15 benchmarks across 8 tasks · 1 paper · 11 SOTA

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

Computer Vision4 results

  • Depth EstimationonStanford2D3D Panoramic
    RMSE· 2020-11-23
    0.3834
    best: 0.2619 (HiMODE)
    SOTA
    HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal FeaturesarXiv:2011.11498
  • Depth EstimationonStanford2D3D Panoramic
    absolute relative error· 2020-11-23
    0.1014
    best: 0.0405 (PanoFormer)
    SOTA
    HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal FeaturesarXiv:2011.11498
  • Scene ParsingonStanford2D3D Panoramic
    3DIoU· 2020-11-23
    79.88
    best: 84.93 (DMH-Net)
    SOTA
    HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal FeaturesarXiv:2011.11498
  • Scene UnderstandingonStanford2D3D Panoramic
    3DIoU· 2020-11-23
    79.88
    best: 84.93 (DMH-Net)
    SOTA
    HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal FeaturesarXiv:2011.11498

Methodology4 results

  • 3D ReconstructiononStanford2D3D Panoramic
    3DIoU· 2020-11-23
    79.88
    best: 84.93 (DMH-Net)
    SOTA
    HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal FeaturesarXiv:2011.11498
  • 3DonStanford2D3D Panoramic
    RMSE· 2020-11-23
    0.3834
    best: 0.2619 (HiMODE)
    SOTA
    HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal FeaturesarXiv:2011.11498
  • 3DonStanford2D3D Panoramic
    absolute relative error· 2020-11-23
    0.1014
    best: 0.0405 (PanoFormer)
    SOTA
    HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal FeaturesarXiv:2011.11498
  • 3DonStanford2D3D Panoramic
    3DIoU· 2020-11-23
    79.88
    best: 84.93 (DMH-Net)
    SOTA
    HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal FeaturesarXiv:2011.11498

Audio4 results

  • 2D Semantic SegmentationonStanford2D3D Panoramic
    3DIoU· 2020-11-23
    79.88
    best: 84.93 (DMH-Net)
    SOTA
    HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal FeaturesarXiv:2011.11498
  • 10-shot image generationonStanford2D3D Panoramic - RGBD
    mIoU· 2020-11-23
    56.3
    best: 56.7 (CBFC)
    SOTA
    HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal FeaturesarXiv:2011.11498
  • 10-shot image generationonStanford2D3D Panoramic - RGBD
    mAcc· 2020-11-23
    68.9
    best: 70.8 (CBFC)
    HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal FeaturesarXiv:2011.11498
  • 10-shot image generationonStanford2D3D Panoramic
    mAcc· 2020-11-23
    65
    best: 70.68 (SFSS-MMSI (RGB+HHA))
    HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal FeaturesarXiv:2011.11498

Medical3 results

  • Semantic SegmentationonStanford2D3D Panoramic - RGBD
    mIoU· 2020-11-23
    56.3
    best: 56.7 (CBFC)
    SOTA
    HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal FeaturesarXiv:2011.11498
  • Semantic SegmentationonStanford2D3D Panoramic - RGBD
    mAcc· 2020-11-23
    68.9
    best: 70.8 (CBFC)
    HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal FeaturesarXiv:2011.11498
  • Semantic SegmentationonStanford2D3D Panoramic
    mAcc· 2020-11-23
    65
    best: 70.68 (SFSS-MMSI (RGB+HHA))
    HoHoNet: 360 Indoor Holistic Understanding with Latent Horizontal FeaturesarXiv:2011.11498