Table 6.
Overall comparison of tumor detection and classification with objectness score by the YOLOv5 models.
Image no. | Tumor classification | Objectness detection score | |||||
---|---|---|---|---|---|---|---|
Benign tumor 1 | Benign tumor 2 | Malignant tumor 1 | Malignant Tumor 2 | YOLOv5s | YOLOv5m | YOLOv5l | |
1 | No | No | No | No | No score | No score | No score |
2 | No | No | No | No | No score | No score | No score |
3 | No | No | No | No | No score | No score | No score |
4 | Yes | No | No | No | 0.52 | 0.66 | 0.82 |
5 | Yes | No | No | No | 0.79 | 0.79 | 0.81 |
6 | No | No | Yes | No | 0.90 | 0.92 | 0.93 |
7 | No | No | Yes | No | 0.86 | 0.88 | 0.91 |
8 | Yes | Yes | No | No | 0.79 and 0.82 | 0.83 and 0.83 | 0.84 and 0.84 |
9 | Yes | Yes | No | No | 0.79 and 0.81 | 0.81 and 0.82 | 0.83 and 0.84 |
10 | Yes | No | Yes | No | 0.80 and 0.86 | 0.81 and 0.87 | 0.81 and 0.88 |
11 | No | Yes | No | Yes | 0.79 and 0.91 | 0.82 and 0.93 | 0.84 and 0.94 |
12 | No | No | Yes | Yes | 0.86 and 0.87 | 0.88 and 0.84 | 0.90 and 0.85 |