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Models/ResNet-50-DW-DPN (Deformable Kernels)

ResNet-50-DW-DPN (Deformable Kernels)

Reported on 20 benchmarks across 5 tasks · 1 paper

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

Methodology16 results

  • 3DonCOCO test-dev
    APL· 2019-10-07
    53.3
    best: 86.5 (PoseBH-H)
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • 3DonCOCO test-dev
    APM· 2019-10-07
    43.9
    best: 83.8 (4xRSN-50 (ensemble))
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • 3DonCOCO test-dev
    APS· 2019-10-07
    24.6
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • 3DonCOCO test-dev
    box mAP· 2019-10-07
    40.6
    best: 66 (Co-DETR)
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • 2D ClassificationonCOCO test-dev
    APL· 2019-10-07
    53.3
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • 2D ClassificationonCOCO test-dev
    APM· 2019-10-07
    43.9
    best: 67.7 (EVA)
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • 2D ClassificationonCOCO test-dev
    APS· 2019-10-07
    24.6
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • 2D ClassificationonCOCO test-dev
    box mAP· 2019-10-07
    40.6
    best: 66 (Co-DETR)
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • 2D Object DetectiononCOCO test-dev
    APL· 2019-10-07
    53.3
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • 2D Object DetectiononCOCO test-dev
    APM· 2019-10-07
    43.9
    best: 67.7 (EVA)
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • 2D Object DetectiononCOCO test-dev
    APS· 2019-10-07
    24.6
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • 2D Object DetectiononCOCO test-dev
    box mAP· 2019-10-07
    40.6
    best: 66 (Co-DETR)
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • 16konCOCO test-dev
    APL· 2019-10-07
    53.3
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • 16konCOCO test-dev
    APM· 2019-10-07
    43.9
    best: 67.7 (EVA)
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • 16konCOCO test-dev
    APS· 2019-10-07
    24.6
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • 16konCOCO test-dev
    box mAP· 2019-10-07
    40.6
    best: 66 (Co-DETR)
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940

Computer Vision4 results

  • Object DetectiononCOCO test-dev
    APL· 2019-10-07
    53.3
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • Object DetectiononCOCO test-dev
    APM· 2019-10-07
    43.9
    best: 67.7 (EVA)
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • Object DetectiononCOCO test-dev
    APS· 2019-10-07
    24.6
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940
  • Object DetectiononCOCO test-dev
    box mAP· 2019-10-07
    40.6
    best: 66 (Co-DETR)
    Deformable Kernels: Adapting Effective Receptive Fields for Object DeformationarXiv:1910.02940