Table 3 YOLOv8n Model Training Results on Different Datasets.

From: A dataset of building surface defects collected by UAVs for machine learning-based detection

Dataset

Precision

Recall

mAP@0.5

mAP@0.5:0.95

CODEBRIM38

44.4%

26.7%

24.9%

11.8%

CUBIT-Det39

75.5%

68.9%

73.7%

45.9%

MBDD2025

85.8%

80.8%

86.7%

48.6%

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