Object Detection on VOC haze (val)
83.3mAPLR-YOLOv8
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LR-YOLOv8Detector=YOLOv82025.10 | 83.3 | 76.5 | |
| LR-YOLOv10Detector=YOLOv102025.10 | 82.5 | 74.4 | |
| ConvIR→YOLOv8Detector=YOLOv8, Restoration Method=ConvIR, Training Strategy=Alternating training2025.10 | 81.4 | 74 | |
| FeatEnHancer→YOLOv8Detector=YOLOv8, Restoration Method=FeatEnHancer2025.10 | 81.2 | 73.4 | |
| GDIP→YOLOv8Detector=YOLOv8, Restoration Method=GDIP2025.10 | 81 | 73.1 | |
| ConvIR→YOLOv8Detector=YOLOv8, Restoration Method=ConvIR, Training Strategy=Adversarial training2025.10 | 80.9 | 74.1 | |
| SFNet→YOLOv8Detector=YOLOv8, Restoration Method=SFNet, Training Strategy=Adversarial training2025.10 | 80.8 | 73.8 | |
| IA→YOLOv8Detector=YOLOv8, Restoration Method=IA2025.10 | 80.6 | 73 | |
| ConvIR→YOLOv10Detector=YOLOv10, Restoration Method=ConvIR, Training Strategy=Alternating training2025.10 | 80.5 | 72.6 | |
| ConvIR→YOLOv8Detector=YOLOv8, Restoration Method=ConvIR, Training Strategy=Standard2025.10 | 80.5 | 72.8 | |
| SFNet→YOLOv8Detector=YOLOv8, Restoration Method=SFNet, Training Strategy=Alternating training2025.10 | 80.3 | 72.8 | |
| ConvIR→YOLOv10Detector=YOLOv10, Restoration Method=ConvIR, Training Strategy=Adversarial training2025.10 | 80.1 | 72.9 | |
| ConvIR→YOLOv10Detector=YOLOv10, Restoration Method=ConvIR, Training Strategy=Standard2025.10 | 79.9 | 72.2 | |
| IA→YOLOv10Detector=YOLOv10, Restoration Method=IA2025.10 | 79.9 | 72 | |
| FeatEnHancer→YOLOv10Detector=YOLOv10, Restoration Method=FeatEnHancer2025.10 | 79.8 | 71.6 | |
| SFNet→YOLOv10Detector=YOLOv10, Restoration Method=SFNet, Training Strategy=Alternating training2025.10 | 79.3 | 71.7 | |
| GDIP→YOLOv10Detector=YOLOv10, Restoration Method=GDIP2025.10 | 79.2 | 70.9 | |
| SFNet→YOLOv8Detector=YOLOv8, Restoration Method=SFNet, Training Strategy=Standard2025.10 | 79.2 | 71.1 | |
| SFNet→YOLOv10Detector=YOLOv10, Restoration Method=SFNet, Training Strategy=Adversarial training2025.10 | 79.1 | 72.1 | |
| SFNet→YOLOv10Detector=YOLOv10, Restoration Method=SFNet, Training Strategy=Standard2025.10 | 77.9 | 70.1 | |
| YOLOv8Detector=YOLOv8, Restoration Method=None2025.10 | 54.3 | 48.3 | |
| YOLOv10Detector=YOLOv10, Restoration Method=None2025.10 | 50.5 | 44.7 |