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Models/UniverseNet-20.08d (Res2Net-101, DCN, single-scale)

UniverseNet-20.08d (Res2Net-101, DCN, single-scale)

Reported on 60 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.

Methodology48 results

  • 3DonCOCO test-dev
    AP50· 2021-03-25
    70
    best: 95 (ViTPose (ViTAE-G, ensemble))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 3DonCOCO test-dev
    AP75· 2021-03-25
    55.8
    best: 88.2 (ViTPose (ViTAE-G, ensemble))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 3DonCOCO test-dev
    APL· 2021-03-25
    64.9
    best: 86.5 (PoseBH-H)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 3DonCOCO test-dev
    APM· 2021-03-25
    55.3
    best: 83.8 (4xRSN-50 (ensemble))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 3DonCOCO test-dev
    APS· 2021-03-25
    31.7
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 3DonCOCO test-dev
    box mAP· 2021-03-25
    51.3
    best: 66 (Co-DETR)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 3DonCOCO minival
    AP50· 2021-03-25
    69.5
    best: 82.1 (EVA)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 3DonCOCO minival
    AP75· 2021-03-25
    55.4
    best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 3DonCOCO minival
    APL· 2021-03-25
    65.8
    best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 3DonCOCO minival
    APM· 2021-03-25
    55.5
    best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 3DonCOCO minival
    APS· 2021-03-25
    33.5
    best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 3DonCOCO minival
    box AP· 2021-03-25
    50.9
    best: 66 (PE_spatial (DETA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D ClassificationonCOCO test-dev
    AP50· 2021-03-25
    70
    best: 82.1 (Plain-DETR (Swin-L))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D ClassificationonCOCO test-dev
    AP75· 2021-03-25
    55.8
    best: 71.7 (EVA)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D ClassificationonCOCO test-dev
    APL· 2021-03-25
    64.9
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D ClassificationonCOCO test-dev
    APM· 2021-03-25
    55.3
    best: 67.7 (EVA)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D ClassificationonCOCO test-dev
    APS· 2021-03-25
    31.7
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D ClassificationonCOCO test-dev
    box mAP· 2021-03-25
    51.3
    best: 66 (Co-DETR)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D ClassificationonCOCO minival
    AP50· 2021-03-25
    69.5
    best: 82.1 (EVA)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D ClassificationonCOCO minival
    AP75· 2021-03-25
    55.4
    best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D ClassificationonCOCO minival
    APL· 2021-03-25
    65.8
    best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D ClassificationonCOCO minival
    APM· 2021-03-25
    55.5
    best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D ClassificationonCOCO minival
    APS· 2021-03-25
    33.5
    best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D ClassificationonCOCO minival
    box AP· 2021-03-25
    50.9
    best: 66 (PE_spatial (DETA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D Object DetectiononCOCO test-dev
    AP50· 2021-03-25
    70
    best: 82.1 (Plain-DETR (Swin-L))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D Object DetectiononCOCO test-dev
    AP75· 2021-03-25
    55.8
    best: 71.7 (EVA)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D Object DetectiononCOCO test-dev
    APL· 2021-03-25
    64.9
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D Object DetectiononCOCO test-dev
    APM· 2021-03-25
    55.3
    best: 67.7 (EVA)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D Object DetectiononCOCO test-dev
    APS· 2021-03-25
    31.7
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D Object DetectiononCOCO test-dev
    box mAP· 2021-03-25
    51.3
    best: 66 (Co-DETR)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D Object DetectiononCOCO minival
    AP50· 2021-03-25
    69.5
    best: 82.1 (EVA)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D Object DetectiononCOCO minival
    AP75· 2021-03-25
    55.4
    best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D Object DetectiononCOCO minival
    APL· 2021-03-25
    65.8
    best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D Object DetectiononCOCO minival
    APM· 2021-03-25
    55.5
    best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D Object DetectiononCOCO minival
    APS· 2021-03-25
    33.5
    best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 2D Object DetectiononCOCO minival
    box AP· 2021-03-25
    50.9
    best: 66 (PE_spatial (DETA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 16konCOCO test-dev
    AP50· 2021-03-25
    70
    best: 82.1 (Plain-DETR (Swin-L))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 16konCOCO test-dev
    AP75· 2021-03-25
    55.8
    best: 71.7 (EVA)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 16konCOCO test-dev
    APL· 2021-03-25
    64.9
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 16konCOCO test-dev
    APM· 2021-03-25
    55.3
    best: 67.7 (EVA)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 16konCOCO test-dev
    APS· 2021-03-25
    31.7
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 16konCOCO test-dev
    box mAP· 2021-03-25
    51.3
    best: 66 (Co-DETR)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 16konCOCO minival
    AP50· 2021-03-25
    69.5
    best: 82.1 (EVA)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 16konCOCO minival
    AP75· 2021-03-25
    55.4
    best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 16konCOCO minival
    APL· 2021-03-25
    65.8
    best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 16konCOCO minival
    APM· 2021-03-25
    55.5
    best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 16konCOCO minival
    APS· 2021-03-25
    33.5
    best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • 16konCOCO minival
    box AP· 2021-03-25
    50.9
    best: 66 (PE_spatial (DETA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027

Computer Vision12 results

  • Object DetectiononCOCO test-dev
    AP50· 2021-03-25
    70
    best: 82.1 (Plain-DETR (Swin-L))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • Object DetectiononCOCO test-dev
    AP75· 2021-03-25
    55.8
    best: 71.7 (EVA)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • Object DetectiononCOCO test-dev
    APL· 2021-03-25
    64.9
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • Object DetectiononCOCO test-dev
    APM· 2021-03-25
    55.3
    best: 67.7 (EVA)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • Object DetectiononCOCO test-dev
    APS· 2021-03-25
    31.7
    best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • Object DetectiononCOCO test-dev
    box mAP· 2021-03-25
    51.3
    best: 66 (Co-DETR)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • Object DetectiononCOCO minival
    AP50· 2021-03-25
    69.5
    best: 82.1 (EVA)
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • Object DetectiononCOCO minival
    AP75· 2021-03-25
    55.4
    best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • Object DetectiononCOCO minival
    APL· 2021-03-25
    65.8
    best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • Object DetectiononCOCO minival
    APM· 2021-03-25
    55.5
    best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • Object DetectiononCOCO minival
    APS· 2021-03-25
    33.5
    best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027
  • Object DetectiononCOCO minival
    box AP· 2021-03-25
    50.9
    best: 66 (PE_spatial (DETA))
    USB: Universal-Scale Object Detection BenchmarkarXiv:2103.14027