TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/Vote3Deep

Vote3Deep

Reported on 45 benchmarks across 5 tasks · 1 paper · 45 SOTA

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

Methodology36 results

  • 3DonKITTI Cars Moderate
    AP· 2016-09-21
    68.24
    best: 77.16 (Patches)
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 3DonKITTI Cyclists Moderate
    AP· 2016-09-21
    67.88
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 3DonKITTI Pedestrians Moderate
    AP· 2016-09-21
    55.37
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 3DonKITTI Cyclists Hard
    AP· 2016-09-21
    62.98
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 3DonKITTI Cars Hard
    AP· 2016-09-21
    63.23
    best: 77.06 (Voxel R-CNN)
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 3DonKITTI Cyclists Easy
    AP· 2016-09-21
    79.92
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 3DonKITTI Pedestrians Easy
    AP· 2016-09-21
    68.39
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 3DonKITTI Cars Easy
    AP· 2016-09-21
    76.79
    best: 87.87 (Patches)
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 3DonKITTI Pedestrians Hard
    AP· 2016-09-21
    52.59
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D ClassificationonKITTI Cars Moderate
    AP· 2016-09-21
    68.24
    best: 77.16 (Patches)
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D ClassificationonKITTI Cyclists Moderate
    AP· 2016-09-21
    67.88
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D ClassificationonKITTI Pedestrians Moderate
    AP· 2016-09-21
    55.37
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D ClassificationonKITTI Cyclists Hard
    AP· 2016-09-21
    62.98
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D ClassificationonKITTI Cars Hard
    AP· 2016-09-21
    63.23
    best: 77.06 (Voxel R-CNN)
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D ClassificationonKITTI Cyclists Easy
    AP· 2016-09-21
    79.92
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D ClassificationonKITTI Pedestrians Easy
    AP· 2016-09-21
    68.39
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D ClassificationonKITTI Cars Easy
    AP· 2016-09-21
    76.79
    best: 87.87 (Patches)
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D ClassificationonKITTI Pedestrians Hard
    AP· 2016-09-21
    52.59
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D Object DetectiononKITTI Cars Moderate
    AP· 2016-09-21
    68.24
    best: 77.16 (Patches)
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D Object DetectiononKITTI Cyclists Moderate
    AP· 2016-09-21
    67.88
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D Object DetectiononKITTI Pedestrians Moderate
    AP· 2016-09-21
    55.37
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D Object DetectiononKITTI Cyclists Hard
    AP· 2016-09-21
    62.98
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D Object DetectiononKITTI Cars Hard
    AP· 2016-09-21
    63.23
    best: 77.06 (Voxel R-CNN)
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D Object DetectiononKITTI Cyclists Easy
    AP· 2016-09-21
    79.92
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D Object DetectiononKITTI Pedestrians Easy
    AP· 2016-09-21
    68.39
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D Object DetectiononKITTI Cars Easy
    AP· 2016-09-21
    76.79
    best: 87.87 (Patches)
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 2D Object DetectiononKITTI Pedestrians Hard
    AP· 2016-09-21
    52.59
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 16konKITTI Cars Moderate
    AP· 2016-09-21
    68.24
    best: 77.16 (Patches)
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 16konKITTI Cyclists Moderate
    AP· 2016-09-21
    67.88
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 16konKITTI Pedestrians Moderate
    AP· 2016-09-21
    55.37
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 16konKITTI Cyclists Hard
    AP· 2016-09-21
    62.98
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 16konKITTI Cars Hard
    AP· 2016-09-21
    63.23
    best: 77.06 (Voxel R-CNN)
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 16konKITTI Cyclists Easy
    AP· 2016-09-21
    79.92
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 16konKITTI Pedestrians Easy
    AP· 2016-09-21
    68.39
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 16konKITTI Cars Easy
    AP· 2016-09-21
    76.79
    best: 87.87 (Patches)
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • 16konKITTI Pedestrians Hard
    AP· 2016-09-21
    52.59
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666

Computer Vision9 results

  • Object DetectiononKITTI Cars Moderate
    AP· 2016-09-21
    68.24
    best: 77.16 (Patches)
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • Object DetectiononKITTI Cyclists Moderate
    AP· 2016-09-21
    67.88
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • Object DetectiononKITTI Pedestrians Moderate
    AP· 2016-09-21
    55.37
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • Object DetectiononKITTI Cyclists Hard
    AP· 2016-09-21
    62.98
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • Object DetectiononKITTI Cars Hard
    AP· 2016-09-21
    63.23
    best: 77.06 (Voxel R-CNN)
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • Object DetectiononKITTI Cyclists Easy
    AP· 2016-09-21
    79.92
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • Object DetectiononKITTI Pedestrians Easy
    AP· 2016-09-21
    68.39
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • Object DetectiononKITTI Cars Easy
    AP· 2016-09-21
    76.79
    best: 87.87 (Patches)
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666
  • Object DetectiononKITTI Pedestrians Hard
    AP· 2016-09-21
    52.59
    SOTA
    Vote3Deep: Fast Object Detection in 3D Point Clouds Using Efficient Convolutional Neural NetworksarXiv:1609.06666