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Object Detection on Student Behavior

0.897PrecisionCognitive-YOLO
0.831480.848490.86550.88251Dec 13, 2025

Evaluation results

MethodLinks
Cognitive-YOLOParameters (M)=6.12025.120.8970.8930.930.78
YOLOv8nParameters (M)=2.52025.120.8870.8760.9290.769
YOLOv10nParameters (M)=2.52025.120.8840.8450.920.76
YOLOv12nParameters (M)=2.52025.120.880.8730.9270.775
YOLOv11nParameters (M)=2.52025.120.8650.8810.9240.767
YOLOv5nParameters (M)=22025.120.8340.8910.9190.756