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Models/YOLOv4-P6 CSP-P6 (single-scale, 32 fps)

YOLOv4-P6 CSP-P6 (single-scale, 32 fps)

Reported on 30 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.

Methodology24 results

3DonCOCO test-dev
AP50· 2020-11-16
72.3
best: 95 (ViTPose (ViTAE-G, ensemble))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
3DonCOCO test-dev
AP75· 2020-11-16
59.5
best: 88.2 (ViTPose (ViTAE-G, ensemble))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
3DonCOCO test-dev
APL· 2020-11-16
65.5
best: 86.5 (PoseBH-H)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
3DonCOCO test-dev
APM· 2020-11-16
58.2
best: 83.8 (4xRSN-50 (ensemble))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
3DonCOCO test-dev
APS· 2020-11-16
36.6
best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
3DonCOCO test-dev
box mAP· 2020-11-16
54.3
best: 66 (Co-DETR)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D ClassificationonCOCO test-dev
AP50· 2020-11-16
72.3
best: 82.1 (Plain-DETR (Swin-L))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D ClassificationonCOCO test-dev
AP75· 2020-11-16
59.5
best: 71.7 (EVA)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D ClassificationonCOCO test-dev
APL· 2020-11-16
65.5
best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D ClassificationonCOCO test-dev
APM· 2020-11-16
58.2
best: 67.7 (EVA)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D ClassificationonCOCO test-dev
APS· 2020-11-16
36.6
best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D ClassificationonCOCO test-dev
box mAP· 2020-11-16
54.3
best: 66 (Co-DETR)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D Object DetectiononCOCO test-dev
AP50· 2020-11-16
72.3
best: 82.1 (Plain-DETR (Swin-L))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D Object DetectiononCOCO test-dev
AP75· 2020-11-16
59.5
best: 71.7 (EVA)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D Object DetectiononCOCO test-dev
APL· 2020-11-16
65.5
best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D Object DetectiononCOCO test-dev
APM· 2020-11-16
58.2
best: 67.7 (EVA)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D Object DetectiononCOCO test-dev
APS· 2020-11-16
36.6
best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D Object DetectiononCOCO test-dev
box mAP· 2020-11-16
54.3
best: 66 (Co-DETR)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
16konCOCO test-dev
AP50· 2020-11-16
72.3
best: 82.1 (Plain-DETR (Swin-L))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
16konCOCO test-dev
AP75· 2020-11-16
59.5
best: 71.7 (EVA)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
16konCOCO test-dev
APL· 2020-11-16
65.5
best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
16konCOCO test-dev
APM· 2020-11-16
58.2
best: 67.7 (EVA)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
16konCOCO test-dev
APS· 2020-11-16
36.6
best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
16konCOCO test-dev
box mAP· 2020-11-16
54.3
best: 66 (Co-DETR)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036

Computer Vision6 results

Object DetectiononCOCO test-dev
AP50· 2020-11-16
72.3
best: 82.1 (Plain-DETR (Swin-L))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
Object DetectiononCOCO test-dev
AP75· 2020-11-16
59.5
best: 71.7 (EVA)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
Object DetectiononCOCO test-dev
APL· 2020-11-16
65.5
best: 78 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
Object DetectiononCOCO test-dev
APM· 2020-11-16
58.2
best: 67.7 (EVA)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
Object DetectiononCOCO test-dev
APS· 2020-11-16
36.6
best: 48.6 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
Object DetectiononCOCO test-dev
box mAP· 2020-11-16
54.3
best: 66 (Co-DETR)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036