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Models/Voxel R-CNN

Voxel R-CNN

Reported on 24 benchmarks across 6 tasks · 1 paper · 6 SOTA

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

Methodology16 results

  • 3DonKITTI Cars Hard
    AP· 2020-12-31
    77.06
    SOTA
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 2D ClassificationonKITTI Cars Hard
    AP· 2020-12-31
    77.06
    SOTA
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 2D Object DetectiononKITTI Cars Hard
    AP· 2020-12-31
    77.06
    SOTA
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 16konKITTI Cars Hard
    AP· 2020-12-31
    77.06
    SOTA
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 3DonKITTI Cars Hard val
    AP· 2020-12-31
    78.93
    best: 82.85 (M3DeTR)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 3DonKITTI Cars Moderate val
    AP· 2020-12-31
    84.52
    best: 86.83 (SA-SSD+EBM)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 3DonKITTI Cars Easy val
    AP· 2020-12-31
    89.41
    best: 95.45 (SA-SSD+EBM)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 2D ClassificationonKITTI Cars Hard val
    AP· 2020-12-31
    78.93
    best: 82.85 (M3DeTR)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 2D ClassificationonKITTI Cars Moderate val
    AP· 2020-12-31
    84.52
    best: 86.83 (SA-SSD+EBM)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 2D ClassificationonKITTI Cars Easy val
    AP· 2020-12-31
    89.41
    best: 95.45 (SA-SSD+EBM)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 2D Object DetectiononKITTI Cars Hard val
    AP· 2020-12-31
    78.93
    best: 82.85 (M3DeTR)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 2D Object DetectiononKITTI Cars Moderate val
    AP· 2020-12-31
    84.52
    best: 86.83 (SA-SSD+EBM)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 2D Object DetectiononKITTI Cars Easy val
    AP· 2020-12-31
    89.41
    best: 95.45 (SA-SSD+EBM)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 16konKITTI Cars Hard val
    AP· 2020-12-31
    78.93
    best: 82.85 (M3DeTR)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 16konKITTI Cars Moderate val
    AP· 2020-12-31
    84.52
    best: 86.83 (SA-SSD+EBM)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 16konKITTI Cars Easy val
    AP· 2020-12-31
    89.41
    best: 95.45 (SA-SSD+EBM)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712

Computer Vision8 results

  • Object DetectiononKITTI Cars Hard
    AP· 2020-12-31
    77.06
    SOTA
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 3D Object DetectiononKITTI Cars Hard
    AP· 2020-12-31
    77.06
    SOTA
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • Object DetectiononKITTI Cars Hard val
    AP· 2020-12-31
    78.93
    best: 82.85 (M3DeTR)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • Object DetectiononKITTI Cars Moderate val
    AP· 2020-12-31
    84.52
    best: 86.83 (SA-SSD+EBM)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • Object DetectiononKITTI Cars Easy val
    AP· 2020-12-31
    89.41
    best: 95.45 (SA-SSD+EBM)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 3D Object DetectiononKITTI Cars Hard val
    AP· 2020-12-31
    78.93
    best: 82.85 (M3DeTR)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 3D Object DetectiononKITTI Cars Moderate val
    AP· 2020-12-31
    84.52
    best: 86.83 (SA-SSD+EBM)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712
  • 3D Object DetectiononKITTI Cars Easy val
    AP· 2020-12-31
    89.41
    best: 95.45 (SA-SSD+EBM)
    Voxel R-CNN: Towards High Performance Voxel-based 3D Object DetectionarXiv:2012.15712