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Models/YOLOv4-P7 CSP-P7 (single-scale, 16 fps)

YOLOv4-P7 CSP-P7 (single-scale, 16 fps)

Reported on 30 benchmarks across 5 tasks · 1 paper · 15 SOTA

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

Methodology24 results

3DonCOCO minival
AP75· 2020-11-16
60.7
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
SOTA
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
3DonCOCO minival
APM· 2020-11-16
59.5
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
SOTA
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
3DonCOCO minival
box AP· 2020-11-16
55.4
best: 66 (PE_spatial (DETA))
SOTA
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D ClassificationonCOCO minival
AP75· 2020-11-16
60.7
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
SOTA
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D ClassificationonCOCO minival
APM· 2020-11-16
59.5
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
SOTA
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D ClassificationonCOCO minival
box AP· 2020-11-16
55.4
best: 66 (PE_spatial (DETA))
SOTA
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D Object DetectiononCOCO minival
AP75· 2020-11-16
60.7
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
SOTA
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D Object DetectiononCOCO minival
APM· 2020-11-16
59.5
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
SOTA
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D Object DetectiononCOCO minival
box AP· 2020-11-16
55.4
best: 66 (PE_spatial (DETA))
SOTA
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
16konCOCO minival
AP75· 2020-11-16
60.7
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
SOTA
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
16konCOCO minival
APM· 2020-11-16
59.5
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
SOTA
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
16konCOCO minival
box AP· 2020-11-16
55.4
best: 66 (PE_spatial (DETA))
SOTA
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
3DonCOCO minival
AP50· 2020-11-16
73.3
best: 82.1 (EVA)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
3DonCOCO minival
APL· 2020-11-16
67.4
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
3DonCOCO minival
APS· 2020-11-16
38.1
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D ClassificationonCOCO minival
AP50· 2020-11-16
73.3
best: 82.1 (EVA)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D ClassificationonCOCO minival
APL· 2020-11-16
67.4
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D ClassificationonCOCO minival
APS· 2020-11-16
38.1
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D Object DetectiononCOCO minival
AP50· 2020-11-16
73.3
best: 82.1 (EVA)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D Object DetectiononCOCO minival
APL· 2020-11-16
67.4
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
2D Object DetectiononCOCO minival
APS· 2020-11-16
38.1
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
16konCOCO minival
AP50· 2020-11-16
73.3
best: 82.1 (EVA)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
16konCOCO minival
APL· 2020-11-16
67.4
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
16konCOCO minival
APS· 2020-11-16
38.1
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036

Computer Vision6 results

Object DetectiononCOCO minival
AP75· 2020-11-16
60.7
best: 71.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
SOTA
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
Object DetectiononCOCO minival
APM· 2020-11-16
59.5
best: 68.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
SOTA
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
Object DetectiononCOCO minival
box AP· 2020-11-16
55.4
best: 66 (PE_spatial (DETA))
SOTA
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
Object DetectiononCOCO minival
AP50· 2020-11-16
73.3
best: 82.1 (EVA)
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
Object DetectiononCOCO minival
APL· 2020-11-16
67.4
best: 78.5 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036
Object DetectiononCOCO minival
APS· 2020-11-16
38.1
best: 50.4 (Focal-Stable-DINO (Focal-Huge, no TTA))
Scaled-YOLOv4: Scaling Cross Stage Partial Network arXiv:2011.08036