Object Detection on Rail Surface Defect
90.6PrecisionCognitive-YOLO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Cognitive-YOLOParameters (M)=6.72025.12 | 90.6 | 89.6 | 92.8 | 74.3 | |
| YOLOv8nParameters (M)=2.72025.12 | 90.3 | 88.7 | 88.4 | 73.3 | |
| YOLOv12nParameters (M)=2.52025.12 | 90 | 86.6 | 90.5 | 71.6 | |
| YOLOv5nParameters (M)=2.22025.12 | 89.9 | 82.5 | 86.8 | 65.7 | |
| YOLOv10nParameters (M)=2.72025.12 | 88.5 | 86.7 | 89.7 | 68.7 | |
| YOLOv11nParameters (M)=2.62025.12 | 85.9 | 88.5 | 89.7 | 69.6 |