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/PTv3 + PPT

PTv3 + PPT

Reported on 24 benchmarks across 4 tasks · 1 paper · 16 SOTA

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

Medical10 results

  • Semantic SegmentationonScanNet
    test mIoU· uses extra data· 2023-12-15
    79.4
    best: 79.8 (PTv3 ARKit LabelMaker)
    SOTA
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • Semantic SegmentationonScanNet
    val mIoU· uses extra data· 2023-12-15
    78.6
    best: 80.5 (DITR)
    SOTA
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • Semantic SegmentationonS3DIS
    Mean IoU· uses extra data· 2023-12-15
    80.8
    best: 82.3 (Sonata + PTv3)
    SOTA
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • Semantic SegmentationonS3DIS
    oAcc· uses extra data· 2023-12-15
    92.6
    best: 93.3 (Sonata + PTv3)
    SOTA
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • Semantic SegmentationonScanNet200
    test mIoU· uses extra data· 2023-12-15
    39.3
    best: 44.9 (DITR)
    SOTA
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • Semantic SegmentationonScanNet200
    val mIoU· uses extra data· 2023-12-15
    36
    best: 41.2 (DITR)
    SOTA
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • Semantic SegmentationonS3DIS Area5
    mAcc· uses extra data· 2023-12-15
    80.1
    best: 81.6 (Sonata + PTv3)
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • Semantic SegmentationonS3DIS Area5
    mIoU· uses extra data· 2023-12-15
    74.7
    best: 76 (Sonata + PTv3)
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • Semantic SegmentationonS3DIS Area5
    oAcc· uses extra data· 2023-12-15
    92
    best: 93 (Sonata + PTv3)
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • Semantic SegmentationonS3DIS
    mAcc· uses extra data· 2023-12-15
    87.7
    best: 89.9 (Sonata + PTv3)
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035

Audio10 results

  • 10-shot image generationonScanNet
    test mIoU· uses extra data· 2023-12-15
    79.4
    best: 79.8 (PTv3 ARKit LabelMaker)
    SOTA
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • 10-shot image generationonScanNet
    val mIoU· uses extra data· 2023-12-15
    78.6
    best: 80.5 (DITR)
    SOTA
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • 10-shot image generationonS3DIS
    Mean IoU· uses extra data· 2023-12-15
    80.8
    best: 82.3 (Sonata + PTv3)
    SOTA
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • 10-shot image generationonS3DIS
    oAcc· uses extra data· 2023-12-15
    92.6
    best: 93.3 (Sonata + PTv3)
    SOTA
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • 10-shot image generationonScanNet200
    test mIoU· uses extra data· 2023-12-15
    39.3
    best: 44.9 (DITR)
    SOTA
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • 10-shot image generationonScanNet200
    val mIoU· uses extra data· 2023-12-15
    36
    best: 41.2 (DITR)
    SOTA
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • 10-shot image generationonS3DIS Area5
    mAcc· uses extra data· 2023-12-15
    80.1
    best: 81.6 (Sonata + PTv3)
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • 10-shot image generationonS3DIS Area5
    mIoU· uses extra data· 2023-12-15
    74.7
    best: 76 (Sonata + PTv3)
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • 10-shot image generationonS3DIS Area5
    oAcc· uses extra data· 2023-12-15
    92
    best: 93 (Sonata + PTv3)
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • 10-shot image generationonS3DIS
    mAcc· uses extra data· 2023-12-15
    87.7
    best: 89.9 (Sonata + PTv3)
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035

Computer Vision4 results

  • 3D Semantic SegmentationonScanNet200
    test mIoU· uses extra data· 2023-12-15
    39.3
    best: 44.9 (DITR)
    SOTA
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • 3D Semantic SegmentationonScanNet200
    val mIoU· uses extra data· 2023-12-15
    36
    best: 41.2 (DITR)
    SOTA
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • LIDAR Semantic SegmentationonnuScenes
    test mIoU· uses extra data· 2023-12-15
    0.83
    best: 0.851 (DITR)
    SOTA
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035
  • LIDAR Semantic SegmentationonnuScenes
    val mIoU· uses extra data· 2023-12-15
    0.812
    best: 0.842 (DITR)
    SOTA
    Point Transformer V3: Simpler, Faster, StrongerarXiv:2312.10035