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Models/YOLOv8

YOLOv8

Reported on 20 benchmarks across 5 tasks · 2 papers · 10 SOTA

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

Methodology16 results

3DonGRAZPEDWRI-DX
AP50· 2023-04-11
63.6
best: 67.07 (YOLOv8+SE)
SOTA
Fracture Detection in Pediatric Wrist Trauma X-ray Images Using YOLOv8 Algorithm arXiv:2304.05071
3DonGRAZPEDWRI-DX
F1-score· 2023-04-11
0.62
best: 0.66 (YOLOv8+SE)
SOTA
Fracture Detection in Pediatric Wrist Trauma X-ray Images Using YOLOv8 Algorithm arXiv:2304.05071
2D ClassificationonGRAZPEDWRI-DX
AP50· 2023-04-11
63.6
best: 67.07 (YOLOv8+SE)
SOTA
Fracture Detection in Pediatric Wrist Trauma X-ray Images Using YOLOv8 Algorithm arXiv:2304.05071
2D ClassificationonGRAZPEDWRI-DX
F1-score· 2023-04-11
0.62
best: 0.66 (YOLOv8+SE)
SOTA
Fracture Detection in Pediatric Wrist Trauma X-ray Images Using YOLOv8 Algorithm arXiv:2304.05071
2D Object DetectiononGRAZPEDWRI-DX
AP50· 2023-04-11
63.6
best: 67.07 (YOLOv8+SE)
SOTA
Fracture Detection in Pediatric Wrist Trauma X-ray Images Using YOLOv8 Algorithm arXiv:2304.05071
2D Object DetectiononGRAZPEDWRI-DX
F1-score· 2023-04-11
0.62
best: 0.66 (YOLOv8+SE)
SOTA
Fracture Detection in Pediatric Wrist Trauma X-ray Images Using YOLOv8 Algorithm arXiv:2304.05071
16konGRAZPEDWRI-DX
AP50· 2023-04-11
63.6
best: 67.07 (YOLOv8+SE)
SOTA
Fracture Detection in Pediatric Wrist Trauma X-ray Images Using YOLOv8 Algorithm arXiv:2304.05071
16konGRAZPEDWRI-DX
F1-score· 2023-04-11
0.62
best: 0.66 (YOLOv8+SE)
SOTA
Fracture Detection in Pediatric Wrist Trauma X-ray Images Using YOLOv8 Algorithm arXiv:2304.05071
3DonSFCHD
mAP@0.50· 2023-06-03
77.9
best: 79.3 (TOOD+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098
3DonSFCHD
mAP@0.5:0.95· 2023-06-03
52.2
best: 53.3 (YOLOv8+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098
2D ClassificationonSFCHD
mAP@0.50· 2023-06-03
77.9
best: 79.3 (TOOD+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098
2D ClassificationonSFCHD
mAP@0.5:0.95· 2023-06-03
52.2
best: 53.3 (YOLOv8+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098
2D Object DetectiononSFCHD
mAP@0.50· 2023-06-03
77.9
best: 79.3 (TOOD+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098
2D Object DetectiononSFCHD
mAP@0.5:0.95· 2023-06-03
52.2
best: 53.3 (YOLOv8+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098
16konSFCHD
mAP@0.50· 2023-06-03
77.9
best: 79.3 (TOOD+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098
16konSFCHD
mAP@0.5:0.95· 2023-06-03
52.2
best: 53.3 (YOLOv8+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098

Computer Vision4 results

Object DetectiononGRAZPEDWRI-DX
AP50· 2023-04-11
63.6
best: 67.07 (YOLOv8+SE)
SOTA
Fracture Detection in Pediatric Wrist Trauma X-ray Images Using YOLOv8 Algorithm arXiv:2304.05071
Object DetectiononGRAZPEDWRI-DX
F1-score· 2023-04-11
0.62
best: 0.66 (YOLOv8+SE)
SOTA
Fracture Detection in Pediatric Wrist Trauma X-ray Images Using YOLOv8 Algorithm arXiv:2304.05071
Object DetectiononSFCHD
mAP@0.50· 2023-06-03
77.9
best: 79.3 (TOOD+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098
Object DetectiononSFCHD
mAP@0.5:0.95· 2023-06-03
52.2
best: 53.3 (YOLOv8+SCALE)
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and Method arXiv:2306.02098