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Models/Focal-Stable-DINO (Focal-Huge, no TTA)

Focal-Stable-DINO (Focal-Huge, no TTA)

Reported on 70 benchmarks across 5 tasks · 1 paper · 29 SOTA

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

Methodology56 results

  • 3DonCOCO test-dev
    APS· 2023-04-25
    48.6
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 3DonCOCO minival
    AP75· uses extra data· 2023-04-25
    71.4
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 3DonCOCO minival
    APM· uses extra data· 2023-04-25
    68.5
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 3DonCOCO minival
    APS· uses extra data· 2023-04-25
    50.4
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 3DonCOCO minival
    Params (M)· uses extra data· 2023-04-25
    689
    best: 1900 (PE_spatial (DETA))
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D ClassificationonCOCO test-dev
    APL· 2023-04-25
    78
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D ClassificationonCOCO test-dev
    APS· 2023-04-25
    48.6
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D ClassificationonCOCO minival
    AP75· uses extra data· 2023-04-25
    71.4
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D ClassificationonCOCO minival
    APM· uses extra data· 2023-04-25
    68.5
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D ClassificationonCOCO minival
    APS· uses extra data· 2023-04-25
    50.4
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D ClassificationonCOCO minival
    Params (M)· uses extra data· 2023-04-25
    689
    best: 1900 (PE_spatial (DETA))
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D Object DetectiononCOCO test-dev
    APL· 2023-04-25
    78
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D Object DetectiononCOCO test-dev
    APS· 2023-04-25
    48.6
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D Object DetectiononCOCO minival
    AP75· uses extra data· 2023-04-25
    71.4
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D Object DetectiononCOCO minival
    APM· uses extra data· 2023-04-25
    68.5
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D Object DetectiononCOCO minival
    APS· uses extra data· 2023-04-25
    50.4
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D Object DetectiononCOCO minival
    Params (M)· uses extra data· 2023-04-25
    689
    best: 1900 (PE_spatial (DETA))
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 16konCOCO test-dev
    APL· 2023-04-25
    78
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 16konCOCO test-dev
    APS· 2023-04-25
    48.6
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 16konCOCO minival
    AP75· uses extra data· 2023-04-25
    71.4
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 16konCOCO minival
    APM· uses extra data· 2023-04-25
    68.5
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 16konCOCO minival
    APS· uses extra data· 2023-04-25
    50.4
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 16konCOCO minival
    Params (M)· uses extra data· 2023-04-25
    689
    best: 1900 (PE_spatial (DETA))
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 3DonCOCO test-dev
    AP50· 2023-04-25
    81.7
    best: 95 (ViTPose (ViTAE-G, ensemble))
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 3DonCOCO test-dev
    AP75· 2023-04-25
    71.5
    best: 88.2 (ViTPose (ViTAE-G, ensemble))
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 3DonCOCO test-dev
    APL· 2023-04-25
    78
    best: 86.5 (PoseBH-H)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 3DonCOCO test-dev
    APM· 2023-04-25
    67.6
    best: 83.8 (4xRSN-50 (ensemble))
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 3DonCOCO test-dev
    Params (M)· 2023-04-25
    689
    best: 3000 (SwinV2-G (HTC++))
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 3DonCOCO test-dev
    box mAP· 2023-04-25
    64.8
    best: 66 (Co-DETR)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 3DonCOCO minival
    AP50· uses extra data· 2023-04-25
    81.5
    best: 82.1 (EVA)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 3DonCOCO minival
    APL· uses extra data· 2023-04-25
    78.5
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 3DonCOCO minival
    box AP· uses extra data· 2023-04-25
    64.6
    best: 66 (PE_spatial (DETA))
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D ClassificationonCOCO test-dev
    AP50· 2023-04-25
    81.7
    best: 82.1 (Plain-DETR (Swin-L))
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D ClassificationonCOCO test-dev
    AP75· 2023-04-25
    71.5
    best: 71.7 (EVA)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D ClassificationonCOCO test-dev
    APM· 2023-04-25
    67.6
    best: 67.7 (EVA)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D ClassificationonCOCO test-dev
    Params (M)· 2023-04-25
    689
    best: 3000 (SwinV2-G (HTC++))
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D ClassificationonCOCO test-dev
    box mAP· 2023-04-25
    64.8
    best: 66 (Co-DETR)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D ClassificationonCOCO minival
    AP50· uses extra data· 2023-04-25
    81.5
    best: 82.1 (EVA)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D ClassificationonCOCO minival
    APL· uses extra data· 2023-04-25
    78.5
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D ClassificationonCOCO minival
    box AP· uses extra data· 2023-04-25
    64.6
    best: 66 (PE_spatial (DETA))
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D Object DetectiononCOCO test-dev
    AP50· 2023-04-25
    81.7
    best: 82.1 (Plain-DETR (Swin-L))
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D Object DetectiononCOCO test-dev
    AP75· 2023-04-25
    71.5
    best: 71.7 (EVA)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D Object DetectiononCOCO test-dev
    APM· 2023-04-25
    67.6
    best: 67.7 (EVA)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D Object DetectiononCOCO test-dev
    Params (M)· 2023-04-25
    689
    best: 3000 (SwinV2-G (HTC++))
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D Object DetectiononCOCO test-dev
    box mAP· 2023-04-25
    64.8
    best: 66 (Co-DETR)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D Object DetectiononCOCO minival
    AP50· uses extra data· 2023-04-25
    81.5
    best: 82.1 (EVA)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D Object DetectiononCOCO minival
    APL· uses extra data· 2023-04-25
    78.5
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 2D Object DetectiononCOCO minival
    box AP· uses extra data· 2023-04-25
    64.6
    best: 66 (PE_spatial (DETA))
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 16konCOCO test-dev
    AP50· 2023-04-25
    81.7
    best: 82.1 (Plain-DETR (Swin-L))
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 16konCOCO test-dev
    AP75· 2023-04-25
    71.5
    best: 71.7 (EVA)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 16konCOCO test-dev
    APM· 2023-04-25
    67.6
    best: 67.7 (EVA)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 16konCOCO test-dev
    Params (M)· 2023-04-25
    689
    best: 3000 (SwinV2-G (HTC++))
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 16konCOCO test-dev
    box mAP· 2023-04-25
    64.8
    best: 66 (Co-DETR)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 16konCOCO minival
    AP50· uses extra data· 2023-04-25
    81.5
    best: 82.1 (EVA)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 16konCOCO minival
    APL· uses extra data· 2023-04-25
    78.5
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • 16konCOCO minival
    box AP· uses extra data· 2023-04-25
    64.6
    best: 66 (PE_spatial (DETA))
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027

Computer Vision14 results

  • Object DetectiononCOCO test-dev
    APL· 2023-04-25
    78
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • Object DetectiononCOCO test-dev
    APS· 2023-04-25
    48.6
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • Object DetectiononCOCO minival
    AP75· uses extra data· 2023-04-25
    71.4
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • Object DetectiononCOCO minival
    APM· uses extra data· 2023-04-25
    68.5
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • Object DetectiononCOCO minival
    APS· uses extra data· 2023-04-25
    50.4
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • Object DetectiononCOCO minival
    Params (M)· uses extra data· 2023-04-25
    689
    best: 1900 (PE_spatial (DETA))
    SOTA
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • Object DetectiononCOCO test-dev
    AP50· 2023-04-25
    81.7
    best: 82.1 (Plain-DETR (Swin-L))
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • Object DetectiononCOCO test-dev
    AP75· 2023-04-25
    71.5
    best: 71.7 (EVA)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • Object DetectiononCOCO test-dev
    APM· 2023-04-25
    67.6
    best: 67.7 (EVA)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • Object DetectiononCOCO test-dev
    Params (M)· 2023-04-25
    689
    best: 3000 (SwinV2-G (HTC++))
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • Object DetectiononCOCO test-dev
    box mAP· 2023-04-25
    64.8
    best: 66 (Co-DETR)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • Object DetectiononCOCO minival
    AP50· uses extra data· 2023-04-25
    81.5
    best: 82.1 (EVA)
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • Object DetectiononCOCO minival
    APL· uses extra data· 2023-04-25
    78.5
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027
  • Object DetectiononCOCO minival
    box AP· uses extra data· 2023-04-25
    64.6
    best: 66 (PE_spatial (DETA))
    A Strong and Reproducible Object Detector with Only Public DatasetsarXiv:2304.13027