| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Object Detection | M3FD dataset | mAP@0.599.1 | 48 | |
| Object Detection | M3FD | AP@[0.5:0.95]63.2 | 45 | |
| Object Detection | M3FD (test) | Clean mAP5086.9 | 38 | |
| Super-Resolution | M3FD (test) | LPIPS0.1038 | 28 | |
| Object Detection | M3FD | mAP81.79 | 27 | |
| Infrared and visible image fusion | M3FD | SSIM0.792 | 25 | |
| Object Detection | M3FD Night | mAP@0.50.968 | 22 | |
| Object Detection | M3FD (Overcast) | mAP@0.588.7 | 22 | |
| Multimodal Image Fusion | M3FD (test) | Entropy (EN)7.19 | 18 | |
| Object Detection | M3FD (Challenge) | AP5099.5 | 16 | |
| Object Detection | M3FD (Day) | AP5087.7 | 16 | |
| Segmentation | M3FD | IoU81.6 | 16 | |
| Object Detection | M3FD | AP (Person)55.2 | 16 | |
| Object Detection | M3FD | mAP50 Person55.2 | 16 | |
| Infrared and visible image fusion | M3FD (test) | NIQE4.03 | 14 | |
| Infrared-visible image fusion | M3FD (test) | MI4.563 | 14 | |
| Super-Resolution | M3FD | LPIPS0.0728 | 13 | |
| Object Detection | M3FD-inf (test) | mAP59.1 | 13 | |
| Object Detection | M3FD | AP (Person)75.35 | 12 | |
| Object Detection | M3FD | AP (Car)95 | 12 | |
| Object Detection | M3FD | mAP (people)0.902 | 12 | |
| Thermal Image Restoration | M3FD | Contrast PSNR33.28 | 11 | |
| Object Detection | M3FD-IR (test) | mAP56.9 | 11 | |
| Image Fusion | M3FD (test) | Inference Time (s)0.142 | 10 | |
| Image Fusion | M3FD | PC0.5223 | 10 |