Object Detection on INTSD
92.56mAP@50LENS-Net
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LENS-NetFPS=82.27, Total Parameters (M)=11.22, Trainable Parameters (M)=11.222025.11 | 92.56 | 79.54 | |
| YOLO-TSFPS=62.52, Total Parameters (M)=23.39, Trainable Parameters (M)=23.392025.11 | 90.82 | 77.27 | |
| YOLOv8FPS=83.71, Total Parameters (M)=11.14, Trainable Parameters (M)=11.142025.11 | 90.13 | 77.21 | |
| YOLO-LLTSFPS=56.34, Total Parameters (M)=9.87, Trainable Parameters (M)=9.872025.11 | 90 | 73.65 | |
| YOLOv10-LFPS=64.39, Total Parameters (M)=25.83, Trainable Parameters (M)=25.832025.11 | 90 | 75.81 | |
| GOLD-YOLO-LFPS=42.64, Total Parameters (M)=74.99, Trainable Parameters (M)=74.992025.11 | 88.7 | 72.11 | |
| DAI-NetFPS=20.15, Total Parameters (M)=49.83, Trainable Parameters (M)=49.832025.11 | 87.18 | 62.56 | |
| YOLOv12-LFPS=59.08, Total Parameters (M)=26.48, Trainable Parameters (M)=26.482025.11 | 82.84 | 64.93 | |
| Faster R-CNNFPS=23.38, Total Parameters (M)=41.50, Trainable Parameters (M)=41.502025.11 | 62.6 | 43.22 |