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Models/QueryInst (single-scale)

QueryInst (single-scale)

Reported on 30 benchmarks across 5 tasks · 1 paper · 12 SOTA

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

Methodology24 results

  • 2D ClassificationonCOCO test-dev
    AP50· 2021-05-05
    75.9
    best: 82.1 (Plain-DETR (Swin-L))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 2D ClassificationonCOCO test-dev
    AP75· 2021-05-05
    61.9
    best: 71.7 (EVA)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 2D ClassificationonCOCO test-dev
    APL· 2021-05-05
    70.3
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 2D Object DetectiononCOCO test-dev
    AP50· 2021-05-05
    75.9
    best: 82.1 (Plain-DETR (Swin-L))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 2D Object DetectiononCOCO test-dev
    AP75· 2021-05-05
    61.9
    best: 71.7 (EVA)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 2D Object DetectiononCOCO test-dev
    APL· 2021-05-05
    70.3
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 16konCOCO test-dev
    AP50· 2021-05-05
    75.9
    best: 82.1 (Plain-DETR (Swin-L))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 16konCOCO test-dev
    AP75· 2021-05-05
    61.9
    best: 71.7 (EVA)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 16konCOCO test-dev
    APL· 2021-05-05
    70.3
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 3DonCOCO test-dev
    AP50· 2021-05-05
    75.9
    best: 95 (ViTPose (ViTAE-G, ensemble))
    Instances as QueriesarXiv:2105.01928
  • 3DonCOCO test-dev
    AP75· 2021-05-05
    61.9
    best: 88.2 (ViTPose (ViTAE-G, ensemble))
    Instances as QueriesarXiv:2105.01928
  • 3DonCOCO test-dev
    APL· 2021-05-05
    70.3
    best: 86.5 (PoseBH-H)
    Instances as QueriesarXiv:2105.01928
  • 3DonCOCO test-dev
    APM· 2021-05-05
    58.9
    best: 83.8 (4xRSN-50 (ensemble))
    Instances as QueriesarXiv:2105.01928
  • 3DonCOCO test-dev
    APS· 2021-05-05
    37.4
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Instances as QueriesarXiv:2105.01928
  • 3DonCOCO test-dev
    box mAP· 2021-05-05
    56.1
    best: 66 (Co-DETR)
    Instances as QueriesarXiv:2105.01928
  • 2D ClassificationonCOCO test-dev
    APM· 2021-05-05
    58.9
    best: 67.7 (EVA)
    Instances as QueriesarXiv:2105.01928
  • 2D ClassificationonCOCO test-dev
    APS· 2021-05-05
    37.4
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Instances as QueriesarXiv:2105.01928
  • 2D ClassificationonCOCO test-dev
    box mAP· 2021-05-05
    56.1
    best: 66 (Co-DETR)
    Instances as QueriesarXiv:2105.01928
  • 2D Object DetectiononCOCO test-dev
    APM· 2021-05-05
    58.9
    best: 67.7 (EVA)
    Instances as QueriesarXiv:2105.01928
  • 2D Object DetectiononCOCO test-dev
    APS· 2021-05-05
    37.4
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Instances as QueriesarXiv:2105.01928
  • 2D Object DetectiononCOCO test-dev
    box mAP· 2021-05-05
    56.1
    best: 66 (Co-DETR)
    Instances as QueriesarXiv:2105.01928
  • 16konCOCO test-dev
    APM· 2021-05-05
    58.9
    best: 67.7 (EVA)
    Instances as QueriesarXiv:2105.01928
  • 16konCOCO test-dev
    APS· 2021-05-05
    37.4
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Instances as QueriesarXiv:2105.01928
  • 16konCOCO test-dev
    box mAP· 2021-05-05
    56.1
    best: 66 (Co-DETR)
    Instances as QueriesarXiv:2105.01928

Computer Vision6 results

  • Object DetectiononCOCO test-dev
    AP50· 2021-05-05
    75.9
    best: 82.1 (Plain-DETR (Swin-L))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • Object DetectiononCOCO test-dev
    AP75· 2021-05-05
    61.9
    best: 71.7 (EVA)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • Object DetectiononCOCO test-dev
    APL· 2021-05-05
    70.3
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • Object DetectiononCOCO test-dev
    APM· 2021-05-05
    58.9
    best: 67.7 (EVA)
    Instances as QueriesarXiv:2105.01928
  • Object DetectiononCOCO test-dev
    APS· 2021-05-05
    37.4
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Instances as QueriesarXiv:2105.01928
  • Object DetectiononCOCO test-dev
    box mAP· 2021-05-05
    56.1
    best: 66 (Co-DETR)
    Instances as QueriesarXiv:2105.01928