Table 4 Performance comparison of various object detection models on the VOC0712 dataset.
From: ScaleMamba-YOLO: a multi-scale MambaYOLO for medical object detection
Model | AP | AP50 | AP75 | APs | APm | APl |
|---|---|---|---|---|---|---|
FASTER_RCNN33 | 47.2 | 75.7 | 51.5 | 19.5 | 33.8 | 51.9 |
DINO18 | 63.1 | 82.9 | 69.2 | 24.1 | 45.7 | 69.3 |
RT_DETR20 | 60.2 | 79.5 | 65.7 | 20.4 | 43.3 | 66.2 |
YOLOv834 | 58.7 | 79.5 | 64.3 | 19.2 | 39.1 | 65.3 |
YOLOv935 | 60.8 | 79.9 | 66.6 | 22.2 | 41.6 | 67.6 |
YOLOv1036 | 59.6 | 79.5 | 65.4 | 24.8 | 39.6 | 66.5 |
YOLOv1137 | 59.4 | 80.0 | 65.1 | 17.6 | 39.9 | 66.5 |
MambaYOLO30 | 62.3 | 82.7 | 68.1 | 27.2 | 42.8 | 69.3 |
ScaleMamba-YOLO | 64.6 | 83.7 | 70.6 | 30.0 | 46.0 | 71.6 |
