Object Detection on Student Behavior
0.897PrecisionCognitive-YOLO
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Cognitive-YOLOParameters (M)=6.12025.12 | 0.897 | 0.893 | 0.93 | 0.78 | |
| YOLOv8nParameters (M)=2.52025.12 | 0.887 | 0.876 | 0.929 | 0.769 | |
| YOLOv10nParameters (M)=2.52025.12 | 0.884 | 0.845 | 0.92 | 0.76 | |
| YOLOv12nParameters (M)=2.52025.12 | 0.88 | 0.873 | 0.927 | 0.775 | |
| YOLOv11nParameters (M)=2.52025.12 | 0.865 | 0.881 | 0.924 | 0.767 | |
| YOLOv5nParameters (M)=22025.12 | 0.834 | 0.891 | 0.919 | 0.756 |