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Models/QueryInst (single scale)

QueryInst (single scale)

Reported on 42 benchmarks across 6 tasks · 1 paper · 34 SOTA

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

Methodology24 results

  • 3DonCOCO minival
    AP50· 2021-05-05
    75.8
    best: 82.1 (EVA)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 3DonCOCO minival
    AP75· 2021-05-05
    61.7
    best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 3DonCOCO minival
    APL· 2021-05-05
    71.5
    best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 3DonCOCO minival
    APM· 2021-05-05
    59.8
    best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 3DonCOCO minival
    APS· 2021-05-05
    40.2
    best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 2D ClassificationonCOCO minival
    AP50· 2021-05-05
    75.8
    best: 82.1 (EVA)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 2D ClassificationonCOCO minival
    AP75· 2021-05-05
    61.7
    best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 2D ClassificationonCOCO minival
    APL· 2021-05-05
    71.5
    best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 2D ClassificationonCOCO minival
    APM· 2021-05-05
    59.8
    best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 2D ClassificationonCOCO minival
    APS· 2021-05-05
    40.2
    best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 2D Object DetectiononCOCO minival
    AP50· 2021-05-05
    75.8
    best: 82.1 (EVA)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 2D Object DetectiononCOCO minival
    AP75· 2021-05-05
    61.7
    best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 2D Object DetectiononCOCO minival
    APL· 2021-05-05
    71.5
    best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 2D Object DetectiononCOCO minival
    APM· 2021-05-05
    59.8
    best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 2D Object DetectiononCOCO minival
    APS· 2021-05-05
    40.2
    best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 16konCOCO minival
    AP50· 2021-05-05
    75.8
    best: 82.1 (EVA)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 16konCOCO minival
    AP75· 2021-05-05
    61.7
    best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 16konCOCO minival
    APL· 2021-05-05
    71.5
    best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 16konCOCO minival
    APM· 2021-05-05
    59.8
    best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 16konCOCO minival
    APS· 2021-05-05
    40.2
    best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • 3DonCOCO minival
    box AP· 2021-05-05
    56.1
    best: 66 (PE_spatial (DETA))
    Instances as QueriesarXiv:2105.01928
  • 2D ClassificationonCOCO minival
    box AP· 2021-05-05
    56.1
    best: 66 (PE_spatial (DETA))
    Instances as QueriesarXiv:2105.01928
  • 2D Object DetectiononCOCO minival
    box AP· 2021-05-05
    56.1
    best: 66 (PE_spatial (DETA))
    Instances as QueriesarXiv:2105.01928
  • 16konCOCO minival
    box AP· 2021-05-05
    56.1
    best: 66 (PE_spatial (DETA))
    Instances as QueriesarXiv:2105.01928

Computer Vision18 results

  • Object DetectiononCOCO minival
    AP50· 2021-05-05
    75.8
    best: 82.1 (EVA)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • Object DetectiononCOCO minival
    AP75· 2021-05-05
    61.7
    best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • Object DetectiononCOCO minival
    APL· 2021-05-05
    71.5
    best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • Object DetectiononCOCO minival
    APM· 2021-05-05
    59.8
    best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • Object DetectiononCOCO minival
    APS· 2021-05-05
    40.2
    best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Instances as QueriesarXiv:2105.01928
  • Instance SegmentationonCOCO minival
    AP50· 2021-05-05
    74
    best: 80.1 (InternImage-H)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • Instance SegmentationonCOCO minival
    AP75· 2021-05-05
    53.9
    best: 62.8 (Co-DETR)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • Instance SegmentationonCOCO minival
    APL· 2021-05-05
    68.3
    best: 74.6 (Co-DETR)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • Instance SegmentationonCOCO minival
    APM· 2021-05-05
    52.6
    best: 59.7 (Co-DETR)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • Instance SegmentationonCOCO minival
    APS· 2021-05-05
    30.8
    best: 38.9 (Co-DETR)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • Instance SegmentationonCOCO test-dev
    AP50· 2021-05-05
    74.2
    best: 80.8 (InternImage-H)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • Instance SegmentationonCOCO test-dev
    AP75· 2021-05-05
    53.8
    best: 63.4 (Co-DETR)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • Instance SegmentationonCOCO test-dev
    APL· 2021-05-05
    63.2
    best: 72.4 (EVA)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • Instance SegmentationonCOCO test-dev
    APM· 2021-05-05
    51.8
    best: 60.1 (Co-DETR)
    SOTA
    Instances as QueriesarXiv:2105.01928
  • Object DetectiononCOCO minival
    box AP· 2021-05-05
    56.1
    best: 66 (PE_spatial (DETA))
    Instances as QueriesarXiv:2105.01928
  • Instance SegmentationonCOCO minival
    mask AP· 2021-05-05
    48.9
    best: 56.6 (Co-DETR)
    Instances as QueriesarXiv:2105.01928
  • Instance SegmentationonCOCO test-dev
    APS· 2021-05-05
    31.5
    best: 41.6 (Co-DETR)
    Instances as QueriesarXiv:2105.01928
  • Instance SegmentationonCOCO test-dev
    mask AP· 2021-05-05
    49.1
    best: 57.1 (Co-DETR)
    Instances as QueriesarXiv:2105.01928