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Models/DyHead (ResNeXt-64x4d-101-DCN, multi scale)

DyHead (ResNeXt-64x4d-101-DCN, multi scale)

Reported on 20 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.

Methodology16 results

3DonCOCO test-dev
AP50· 2021-06-15
72.1
best: 95 (ViTPose (ViTAE-G, ensemble))
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
3DonCOCO test-dev
AP75· 2021-06-15
59.3
best: 88.2 (ViTPose (ViTAE-G, ensemble))
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
3DonCOCO test-dev
box mAP· 2021-06-15
54
best: 66 (Co-DETR)
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
3DonCOCO minival
APL· 2021-06-15
66.3
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
2D ClassificationonCOCO test-dev
AP50· 2021-06-15
72.1
best: 82.1 (Plain-DETR (Swin-L))
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
2D ClassificationonCOCO test-dev
AP75· 2021-06-15
59.3
best: 71.7 (EVA)
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
2D ClassificationonCOCO test-dev
box mAP· 2021-06-15
54
best: 66 (Co-DETR)
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
2D ClassificationonCOCO minival
APL· 2021-06-15
66.3
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
2D Object DetectiononCOCO test-dev
AP50· 2021-06-15
72.1
best: 82.1 (Plain-DETR (Swin-L))
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
2D Object DetectiononCOCO test-dev
AP75· 2021-06-15
59.3
best: 71.7 (EVA)
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
2D Object DetectiononCOCO test-dev
box mAP· 2021-06-15
54
best: 66 (Co-DETR)
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
2D Object DetectiononCOCO minival
APL· 2021-06-15
66.3
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
16konCOCO test-dev
AP50· 2021-06-15
72.1
best: 82.1 (Plain-DETR (Swin-L))
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
16konCOCO test-dev
AP75· 2021-06-15
59.3
best: 71.7 (EVA)
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
16konCOCO test-dev
box mAP· 2021-06-15
54
best: 66 (Co-DETR)
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
16konCOCO minival
APL· 2021-06-15
66.3
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322

Computer Vision4 results

Object DetectiononCOCO test-dev
AP50· 2021-06-15
72.1
best: 82.1 (Plain-DETR (Swin-L))
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
Object DetectiononCOCO test-dev
AP75· 2021-06-15
59.3
best: 71.7 (EVA)
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
Object DetectiononCOCO test-dev
box mAP· 2021-06-15
54
best: 66 (Co-DETR)
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322
Object DetectiononCOCO minival
APL· 2021-06-15
66.3
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Dynamic Head: Unifying Object Detection Heads with Attentions arXiv:2106.08322