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Models/DyHead (Swin-L, multi scale, self-training)

DyHead (Swin-L, multi scale, self-training)

Reported on 40 benchmarks across 5 tasks · 1 paper · 36 SOTA

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

Methodology32 results

  • 3DonCOCO test-dev
    box mAP· 2021-06-15
    60.6
    best: 66 (Co-DETR)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 3DonCOCO minival
    AP50· uses extra data· 2021-06-15
    78.2
    best: 82.1 (EVA)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 3DonCOCO minival
    APL· uses extra data· 2021-06-15
    74.2
    best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 3DonCOCO minival
    box AP· uses extra data· 2021-06-15
    60.3
    best: 66 (PE_spatial (DETA))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 2D ClassificationonCOCO test-dev
    AP50· 2021-06-15
    78.5
    best: 82.1 (Plain-DETR (Swin-L))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 2D ClassificationonCOCO test-dev
    AP75· 2021-06-15
    66.6
    best: 71.7 (EVA)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 2D ClassificationonCOCO test-dev
    APL· 2021-06-15
    74.2
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 2D ClassificationonCOCO test-dev
    APM· 2021-06-15
    64
    best: 67.7 (EVA)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 2D ClassificationonCOCO test-dev
    box mAP· 2021-06-15
    60.6
    best: 66 (Co-DETR)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 2D ClassificationonCOCO minival
    AP50· uses extra data· 2021-06-15
    78.2
    best: 82.1 (EVA)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 2D ClassificationonCOCO minival
    APL· uses extra data· 2021-06-15
    74.2
    best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 2D ClassificationonCOCO minival
    box AP· uses extra data· 2021-06-15
    60.3
    best: 66 (PE_spatial (DETA))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 2D Object DetectiononCOCO test-dev
    AP50· 2021-06-15
    78.5
    best: 82.1 (Plain-DETR (Swin-L))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 2D Object DetectiononCOCO test-dev
    AP75· 2021-06-15
    66.6
    best: 71.7 (EVA)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 2D Object DetectiononCOCO test-dev
    APL· 2021-06-15
    74.2
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 2D Object DetectiononCOCO test-dev
    APM· 2021-06-15
    64
    best: 67.7 (EVA)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 2D Object DetectiononCOCO test-dev
    box mAP· 2021-06-15
    60.6
    best: 66 (Co-DETR)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 2D Object DetectiononCOCO minival
    AP50· uses extra data· 2021-06-15
    78.2
    best: 82.1 (EVA)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 2D Object DetectiononCOCO minival
    APL· uses extra data· 2021-06-15
    74.2
    best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 2D Object DetectiononCOCO minival
    box AP· uses extra data· 2021-06-15
    60.3
    best: 66 (PE_spatial (DETA))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 16konCOCO test-dev
    AP50· 2021-06-15
    78.5
    best: 82.1 (Plain-DETR (Swin-L))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 16konCOCO test-dev
    AP75· 2021-06-15
    66.6
    best: 71.7 (EVA)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 16konCOCO test-dev
    APL· 2021-06-15
    74.2
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 16konCOCO test-dev
    APM· 2021-06-15
    64
    best: 67.7 (EVA)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 16konCOCO test-dev
    box mAP· 2021-06-15
    60.6
    best: 66 (Co-DETR)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 16konCOCO minival
    AP50· uses extra data· 2021-06-15
    78.2
    best: 82.1 (EVA)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 16konCOCO minival
    APL· uses extra data· 2021-06-15
    74.2
    best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 16konCOCO minival
    box AP· uses extra data· 2021-06-15
    60.3
    best: 66 (PE_spatial (DETA))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 3DonCOCO test-dev
    AP50· 2021-06-15
    78.5
    best: 95 (ViTPose (ViTAE-G, ensemble))
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 3DonCOCO test-dev
    AP75· 2021-06-15
    66.6
    best: 88.2 (ViTPose (ViTAE-G, ensemble))
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 3DonCOCO test-dev
    APL· 2021-06-15
    74.2
    best: 86.5 (PoseBH-H)
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • 3DonCOCO test-dev
    APM· 2021-06-15
    64
    best: 83.8 (4xRSN-50 (ensemble))
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322

Computer Vision8 results

  • Object DetectiononCOCO test-dev
    AP50· 2021-06-15
    78.5
    best: 82.1 (Plain-DETR (Swin-L))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • Object DetectiononCOCO test-dev
    AP75· 2021-06-15
    66.6
    best: 71.7 (EVA)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • Object DetectiononCOCO test-dev
    APL· 2021-06-15
    74.2
    best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • Object DetectiononCOCO test-dev
    APM· 2021-06-15
    64
    best: 67.7 (EVA)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • Object DetectiononCOCO test-dev
    box mAP· 2021-06-15
    60.6
    best: 66 (Co-DETR)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • Object DetectiononCOCO minival
    AP50· uses extra data· 2021-06-15
    78.2
    best: 82.1 (EVA)
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • Object DetectiononCOCO minival
    APL· uses extra data· 2021-06-15
    74.2
    best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322
  • Object DetectiononCOCO minival
    box AP· uses extra data· 2021-06-15
    60.3
    best: 66 (PE_spatial (DETA))
    SOTA
    Dynamic Head: Unifying Object Detection Heads with AttentionsarXiv:2106.08322