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Models/Cascade Mask R-CNN (Triple-ResNeXt152, multi-scale)

Cascade Mask R-CNN (Triple-ResNeXt152, multi-scale)

Reported on 30 benchmarks across 5 tasks · 1 paper · 26 SOTA

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

Methodology24 results

  • 3DonCOCO test-dev
    APS· 2019-09-09
    35.5
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 3DonCOCO test-dev
    box mAP· 2019-09-09
    53.3
    best: 66 (Co-DETR)
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 2D ClassificationonCOCO test-dev
    AP50· 2019-09-09
    71.9
    best: 82.1 (Plain-DETR (Swin-L))
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 2D ClassificationonCOCO test-dev
    AP75· 2019-09-09
    58.5
    best: 71.7 (EVA)
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 2D ClassificationonCOCO test-dev
    APL· 2019-09-09
    66.7
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 2D ClassificationonCOCO test-dev
    APM· 2019-09-09
    55.8
    best: 67.7 (EVA)
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 2D ClassificationonCOCO test-dev
    APS· 2019-09-09
    35.5
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 2D ClassificationonCOCO test-dev
    box mAP· 2019-09-09
    53.3
    best: 66 (Co-DETR)
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 2D Object DetectiononCOCO test-dev
    AP50· 2019-09-09
    71.9
    best: 82.1 (Plain-DETR (Swin-L))
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 2D Object DetectiononCOCO test-dev
    AP75· 2019-09-09
    58.5
    best: 71.7 (EVA)
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 2D Object DetectiononCOCO test-dev
    APL· 2019-09-09
    66.7
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 2D Object DetectiononCOCO test-dev
    APM· 2019-09-09
    55.8
    best: 67.7 (EVA)
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 2D Object DetectiononCOCO test-dev
    APS· 2019-09-09
    35.5
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 2D Object DetectiononCOCO test-dev
    box mAP· 2019-09-09
    53.3
    best: 66 (Co-DETR)
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 16konCOCO test-dev
    AP50· 2019-09-09
    71.9
    best: 82.1 (Plain-DETR (Swin-L))
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 16konCOCO test-dev
    AP75· 2019-09-09
    58.5
    best: 71.7 (EVA)
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 16konCOCO test-dev
    APL· 2019-09-09
    66.7
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 16konCOCO test-dev
    APM· 2019-09-09
    55.8
    best: 67.7 (EVA)
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 16konCOCO test-dev
    APS· 2019-09-09
    35.5
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 16konCOCO test-dev
    box mAP· 2019-09-09
    53.3
    best: 66 (Co-DETR)
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 3DonCOCO test-dev
    AP50· 2019-09-09
    71.9
    best: 95 (ViTPose (ViTAE-G, ensemble))
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 3DonCOCO test-dev
    AP75· 2019-09-09
    58.5
    best: 88.2 (ViTPose (ViTAE-G, ensemble))
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 3DonCOCO test-dev
    APL· 2019-09-09
    66.7
    best: 86.5 (PoseBH-H)
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • 3DonCOCO test-dev
    APM· 2019-09-09
    55.8
    best: 83.8 (4xRSN-50 (ensemble))
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625

Computer Vision6 results

  • Object DetectiononCOCO test-dev
    AP50· 2019-09-09
    71.9
    best: 82.1 (Plain-DETR (Swin-L))
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • Object DetectiononCOCO test-dev
    AP75· 2019-09-09
    58.5
    best: 71.7 (EVA)
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • Object DetectiononCOCO test-dev
    APL· 2019-09-09
    66.7
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • Object DetectiononCOCO test-dev
    APM· 2019-09-09
    55.8
    best: 67.7 (EVA)
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • Object DetectiononCOCO test-dev
    APS· 2019-09-09
    35.5
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625
  • Object DetectiononCOCO test-dev
    box mAP· 2019-09-09
    53.3
    best: 66 (Co-DETR)
    SOTA
    CBNet: A Novel Composite Backbone Network Architecture for Object DetectionarXiv:1909.03625