| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Backdoor Detection | Balanced 50% clean, 50% backdoored (test) | Detection Accuracy98.2 | 28 | |
| Adversarial Attack Detection | Balanced 500-sample non-adaptive | Precision94 | 6 | |
| All-in-one Image Restoration | Balanced (test) | PSNR32.13 | 3 | |
| Denoising | Balanced (test) | PSNR (sigma=15)36.34 | 3 | |
| Deraining | Balanced (test) | PSNR38.47 | 3 | |
| Dehazing | Balanced (test) | PSNR21.34 | 3 |