Table 1 Comparison of detection performance of YOLOv12n and Ours on brain tumor datasets.
From: High-accuracy brain tumor detection method based on deep learning
Dataset | Methods | Category | Precision | Recall | mAP@0.5 |
|---|---|---|---|---|---|
Brain Tumor | YOLOv12n | Meningioma | 96.8 | 96.9 | 98.3 |
Pituitary_tumor | 96.2 | 89.7 | 97.1 | ||
Glioma | 83.0 | 73.1 | 82.5 | ||
All | 92.0 | 86.5 | 92.6 | ||
Ours | Meningioma | 98.0 | 97.6 | 99.5 | |
Pituitary_tumor | 98.5 | 93.7 | 98.0 | ||
Glioma | 85.0 | 74.0 | 84.5 | ||
All | 93.8 | 88.0 | 94.0 |
