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Models/LMSCNet (rgb input - reported in MonoScene paper)

LMSCNet (rgb input - reported in MonoScene paper)

Reported on 12 benchmarks across 6 tasks · 1 paper · 3 SOTA

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

Computer Vision8 results

  • ReconstructiononSemanticKITTI
    mIoU· 2020-08-24
    7.09
    best: 16.63 (CGFormer)
    SOTA
    LMSCNet: Lightweight Multiscale 3D Semantic CompletionarXiv:2008.10559
  • 3D Scene ReconstructiononSemanticKITTI
    mIoU· 2020-08-24
    7.09
    best: 16.63 (CGFormer)
    SOTA
    LMSCNet: Lightweight Multiscale 3D Semantic CompletionarXiv:2008.10559
  • Single-View 3D ReconstructiononSemanticKITTI
    mIoU· 2020-08-24
    7.09
    best: 16.63 (CGFormer)
    SOTA
    LMSCNet: Lightweight Multiscale 3D Semantic CompletionarXiv:2008.10559
  • ReconstructiononNYUv2
    mIoU· 2020-08-24
    15.88
    best: 31.25 (ISO)
    LMSCNet: Lightweight Multiscale 3D Semantic CompletionarXiv:2008.10559
  • 3D Semantic Scene CompletiononNYUv2
    mIoU· 2020-08-24
    15.88
    best: 55.4 (SG-SSC)
    LMSCNet: Lightweight Multiscale 3D Semantic CompletionarXiv:2008.10559
  • 3D Semantic Scene CompletiononSemanticKITTI
    mIoU· 2020-08-24
    7.09
    best: 37.9 (TALoS)
    LMSCNet: Lightweight Multiscale 3D Semantic CompletionarXiv:2008.10559
  • 3D Scene ReconstructiononNYUv2
    mIoU· 2020-08-24
    15.88
    best: 31.25 (ISO)
    LMSCNet: Lightweight Multiscale 3D Semantic CompletionarXiv:2008.10559
  • Single-View 3D ReconstructiononNYUv2
    mIoU· 2020-08-24
    15.88
    best: 31.25 (ISO)
    LMSCNet: Lightweight Multiscale 3D Semantic CompletionarXiv:2008.10559

Methodology4 results

  • 3D ReconstructiononNYUv2
    mIoU· 2020-08-24
    15.88
    best: 55.4 (SG-SSC)
    LMSCNet: Lightweight Multiscale 3D Semantic CompletionarXiv:2008.10559
  • 3D ReconstructiononSemanticKITTI
    mIoU· 2020-08-24
    7.09
    best: 37.9 (TALoS)
    LMSCNet: Lightweight Multiscale 3D Semantic CompletionarXiv:2008.10559
  • 3DonNYUv2
    mIoU· 2020-08-24
    15.88
    best: 55.4 (SG-SSC)
    LMSCNet: Lightweight Multiscale 3D Semantic CompletionarXiv:2008.10559
  • 3DonSemanticKITTI
    mIoU· 2020-08-24
    7.09
    best: 37.9 (TALoS)
    LMSCNet: Lightweight Multiscale 3D Semantic CompletionarXiv:2008.10559