Visual Privacy Protection on VPD-100K live streaming video (test)
57.7AP^VYOLO10L+our FEM
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| YOLO10L+our FEMtraining_mode=fine-tuned2026.05 | 57.7 | 72.8 | 60.4 | 36.1 | 61.9 | 70 | |
| Yolov9Ltraining_mode=fine-tuned2026.05 | 53.4 | 68.6 | 57.9 | 32.8 | 59.1 | 70.3 | |
| Yolov10Ltraining_mode=fine-tuned2026.05 | 52.9 | 68.2 | 57.6 | 32.8 | 59.1 | 69.7 | |
| Gold-YOLO-Ltraining_mode=fine-tuned2026.05 | 52.5 | 69.7 | 57.7 | 31.8 | 56.9 | 69.8 | |
| Yolov8Ltraining_mode=fine-tuned2026.05 | 52.5 | 67.5 | 58.7 | 32 | 58.5 | 67.3 | |
| YOLO10s+our FEMtraining_mode=fine-tuned2026.05 | 51.8 | 66.4 | 53.9 | 28.9 | 55.2 | 63.8 | |
| Yolov7training_mode=fine-tuned2026.05 | 50.9 | 49.7 | 58.8 | 31.4 | 57.6 | 67.8 | |
| DEIM-D-FINE-Straining_mode=fine-tuned2026.05 | 49.1 | 66.1 | 53.5 | 30.5 | 52.8 | 65.9 | |
| Gold-YOLO-Straining_mode=fine-tuned2026.05 | 46.4 | 63.4 | 52.2 | 25.3 | 51.3 | 63.6 | |
| Yolov9straining_mode=fine-tuned2026.05 | 46 | 62.3 | 50.8 | 25.6 | 53 | 62.5 | |
| Yolov10straining_mode=fine-tuned2026.05 | 45.6 | 61.9 | 49.9 | 25.4 | 52.4 | 61.9 | |
| Yolov8straining_mode=fine-tuned2026.05 | 44.3 | 60.5 | 51.3 | 24.1 | 50.8 | 59.8 | |
| Yolov7-tinytraining_mode=fine-tuned2026.05 | 38 | 45.7 | 45.3 | 18.7 | 43.8 | 53.9 | |
| FBRT-YOLOtraining_mode=fine-tuned2026.05 | 20.2 | 45.8 | 42.2 | 28.1 | 46.3 | 56.2 |