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Models/GCNet (ResNeXt-101 + DCN + cascade + GC r4)

GCNet (ResNeXt-101 + DCN + cascade + GC r4)

Reported on 36 benchmarks across 6 tasks · 2 papers · 2 SOTA

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

Methodology36 results

  • 3DonCOCO test-dev
    AP50· 2020-12-24
    70.9
    best: 95 (ViTPose (ViTAE-G, ensemble))
    Global Context NetworksarXiv:2012.13375
  • 3DonCOCO test-dev
    AP75· 2020-12-24
    56.9
    best: 88.2 (ViTPose (ViTAE-G, ensemble))
    Global Context NetworksarXiv:2012.13375
  • 3DonCOCO test-dev
    box mAP· 2020-12-24
    52.3
    best: 66 (Co-DETR)
    Global Context NetworksarXiv:2012.13375
  • 3DonCOCO minival
    AP50· 2020-12-24
    70.4
    best: 82.1 (EVA)
    Global Context NetworksarXiv:2012.13375
  • 3DonCOCO minival
    AP75· 2020-12-24
    56.1
    best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Global Context NetworksarXiv:2012.13375
  • 3DonCOCO minival
    box AP· 2020-12-24
    51.8
    best: 66 (PE_spatial (DETA))
    Global Context NetworksarXiv:2012.13375
  • 2D ClassificationonCOCO test-dev
    AP50· 2020-12-24
    70.9
    best: 82.1 (Plain-DETR (Swin-L))
    Global Context NetworksarXiv:2012.13375
  • 2D ClassificationonCOCO test-dev
    AP75· 2020-12-24
    56.9
    best: 71.7 (EVA)
    Global Context NetworksarXiv:2012.13375
  • 2D ClassificationonCOCO test-dev
    box mAP· 2020-12-24
    52.3
    best: 66 (Co-DETR)
    Global Context NetworksarXiv:2012.13375
  • 2D ClassificationonCOCO minival
    AP50· 2020-12-24
    70.4
    best: 82.1 (EVA)
    Global Context NetworksarXiv:2012.13375
  • 2D ClassificationonCOCO minival
    AP75· 2020-12-24
    56.1
    best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Global Context NetworksarXiv:2012.13375
  • 2D ClassificationonCOCO minival
    box AP· 2020-12-24
    51.8
    best: 66 (PE_spatial (DETA))
    Global Context NetworksarXiv:2012.13375
  • 2D Object DetectiononCOCO test-dev
    AP50· 2020-12-24
    70.9
    best: 82.1 (Plain-DETR (Swin-L))
    Global Context NetworksarXiv:2012.13375
  • 2D Object DetectiononCOCO test-dev
    AP75· 2020-12-24
    56.9
    best: 71.7 (EVA)
    Global Context NetworksarXiv:2012.13375
  • 2D Object DetectiononCOCO test-dev
    box mAP· 2020-12-24
    52.3
    best: 66 (Co-DETR)
    Global Context NetworksarXiv:2012.13375
  • 2D Object DetectiononCOCO minival
    AP50· 2020-12-24
    70.4
    best: 82.1 (EVA)
    Global Context NetworksarXiv:2012.13375
  • 2D Object DetectiononCOCO minival
    AP75· 2020-12-24
    56.1
    best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Global Context NetworksarXiv:2012.13375
  • 2D Object DetectiononCOCO minival
    box AP· 2020-12-24
    51.8
    best: 66 (PE_spatial (DETA))
    Global Context NetworksarXiv:2012.13375
  • 16konCOCO test-dev
    AP50· 2020-12-24
    70.9
    best: 82.1 (Plain-DETR (Swin-L))
    Global Context NetworksarXiv:2012.13375
  • 16konCOCO test-dev
    AP75· 2020-12-24
    56.9
    best: 71.7 (EVA)
    Global Context NetworksarXiv:2012.13375
  • 16konCOCO test-dev
    box mAP· 2020-12-24
    52.3
    best: 66 (Co-DETR)
    Global Context NetworksarXiv:2012.13375
  • 16konCOCO minival
    AP50· 2020-12-24
    70.4
    best: 82.1 (EVA)
    Global Context NetworksarXiv:2012.13375
  • 16konCOCO minival
    AP75· 2020-12-24
    56.1
    best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Global Context NetworksarXiv:2012.13375
  • 16konCOCO minival
    box AP· 2020-12-24
    51.8
    best: 66 (PE_spatial (DETA))
    Global Context NetworksarXiv:2012.13375
  • 3DonCOCO test-dev
    AP50· 2019-04-25
    67.6
    best: 95 (ViTPose (ViTAE-G, ensemble))
    GCNet: Non-local Networks Meet Squeeze-Excitation Networks and BeyondarXiv:1904.11492
  • 3DonCOCO test-dev
    AP75· 2019-04-25
    52.7
    best: 88.2 (ViTPose (ViTAE-G, ensemble))
    GCNet: Non-local Networks Meet Squeeze-Excitation Networks and BeyondarXiv:1904.11492
  • 3DonCOCO test-dev
    box mAP· 2019-04-25
    48.4
    best: 66 (Co-DETR)
    GCNet: Non-local Networks Meet Squeeze-Excitation Networks and BeyondarXiv:1904.11492
  • 2D ClassificationonCOCO test-dev
    AP50· 2019-04-25
    67.6
    best: 82.1 (Plain-DETR (Swin-L))
    GCNet: Non-local Networks Meet Squeeze-Excitation Networks and BeyondarXiv:1904.11492
  • 2D ClassificationonCOCO test-dev
    AP75· 2019-04-25
    52.7
    best: 71.7 (EVA)
    GCNet: Non-local Networks Meet Squeeze-Excitation Networks and BeyondarXiv:1904.11492
  • 2D ClassificationonCOCO test-dev
    box mAP· 2019-04-25
    48.4
    best: 66 (Co-DETR)
    GCNet: Non-local Networks Meet Squeeze-Excitation Networks and BeyondarXiv:1904.11492
  • 2D Object DetectiononCOCO test-dev
    AP50· 2019-04-25
    67.6
    best: 82.1 (Plain-DETR (Swin-L))
    GCNet: Non-local Networks Meet Squeeze-Excitation Networks and BeyondarXiv:1904.11492
  • 2D Object DetectiononCOCO test-dev
    AP75· 2019-04-25
    52.7
    best: 71.7 (EVA)
    GCNet: Non-local Networks Meet Squeeze-Excitation Networks and BeyondarXiv:1904.11492
  • 2D Object DetectiononCOCO test-dev
    box mAP· 2019-04-25
    48.4
    best: 66 (Co-DETR)
    GCNet: Non-local Networks Meet Squeeze-Excitation Networks and BeyondarXiv:1904.11492
  • 16konCOCO test-dev
    AP50· 2019-04-25
    67.6
    best: 82.1 (Plain-DETR (Swin-L))
    GCNet: Non-local Networks Meet Squeeze-Excitation Networks and BeyondarXiv:1904.11492
  • 16konCOCO test-dev
    AP75· 2019-04-25
    52.7
    best: 71.7 (EVA)
    GCNet: Non-local Networks Meet Squeeze-Excitation Networks and BeyondarXiv:1904.11492
  • 16konCOCO test-dev
    box mAP· 2019-04-25
    48.4
    best: 66 (Co-DETR)
    GCNet: Non-local Networks Meet Squeeze-Excitation Networks and BeyondarXiv:1904.11492

Computer Vision15 results

  • Instance SegmentationonCOCO minival
    AP50· 2020-12-24
    67.9
    best: 80.1 (InternImage-H)
    SOTA
    Global Context NetworksarXiv:2012.13375
  • Instance SegmentationonCOCO minival
    AP75· 2019-04-25
    48.4
    best: 62.8 (Co-DETR)
    SOTA
    GCNet: Non-local Networks Meet Squeeze-Excitation Networks and BeyondarXiv:1904.11492
  • Object DetectiononCOCO test-dev
    AP50· 2020-12-24
    70.9
    best: 82.1 (Plain-DETR (Swin-L))
    Global Context NetworksarXiv:2012.13375
  • Object DetectiononCOCO test-dev
    AP75· 2020-12-24
    56.9
    best: 71.7 (EVA)
    Global Context NetworksarXiv:2012.13375
  • Object DetectiononCOCO test-dev
    box mAP· 2020-12-24
    52.3
    best: 66 (Co-DETR)
    Global Context NetworksarXiv:2012.13375
  • Object DetectiononCOCO minival
    AP50· 2020-12-24
    70.4
    best: 82.1 (EVA)
    Global Context NetworksarXiv:2012.13375
  • Object DetectiononCOCO minival
    AP75· 2020-12-24
    56.1
    best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
    Global Context NetworksarXiv:2012.13375
  • Object DetectiononCOCO minival
    box AP· 2020-12-24
    51.8
    best: 66 (PE_spatial (DETA))
    Global Context NetworksarXiv:2012.13375
  • Instance SegmentationonCOCO minival
    mask AP· 2020-12-24
    44.7
    best: 56.6 (Co-DETR)
    Global Context NetworksarXiv:2012.13375
  • Instance SegmentationonCOCO test-dev
    AP50· 2020-12-24
    68.9
    best: 80.8 (InternImage-H)
    Global Context NetworksarXiv:2012.13375
  • Instance SegmentationonCOCO test-dev
    AP75· 2020-12-24
    49.6
    best: 63.4 (Co-DETR)
    Global Context NetworksarXiv:2012.13375
  • Instance SegmentationonCOCO test-dev
    mask AP· 2020-12-24
    45.4
    best: 57.1 (Co-DETR)
    Global Context NetworksarXiv:2012.13375
  • Object DetectiononCOCO test-dev
    AP50· 2019-04-25
    67.6
    best: 82.1 (Plain-DETR (Swin-L))
    GCNet: Non-local Networks Meet Squeeze-Excitation Networks and BeyondarXiv:1904.11492
  • Object DetectiononCOCO test-dev
    AP75· 2019-04-25
    52.7
    best: 71.7 (EVA)
    GCNet: Non-local Networks Meet Squeeze-Excitation Networks and BeyondarXiv:1904.11492
  • Object DetectiononCOCO test-dev
    box mAP· 2019-04-25
    48.4
    best: 66 (Co-DETR)
    GCNet: Non-local Networks Meet Squeeze-Excitation Networks and BeyondarXiv:1904.11492