| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| OpenMMSec | SICA | Deepfake EFS95.9 | 68 | 4d ago | |
| Proposed Dataset RLFN | Ours | F1 Score19.02 | 28 | 4d ago | |
| Proposed Dataset SPAN | LDL | F1 Score0.1618 | 28 | 4d ago | |
| Proposed Dataset prominent subset | prominence-modeling method | IoU36.69 | 28 | 4d ago | |
| DeSRA MSE-SR | Ours | F1-score0.1907 | 14 | 4d ago | |
| Proposed Dataset Original HR | Ours | F1 Score5.59 | 14 | 4d ago | |
| Proposed & DeSRA Combined | Ours | Rank2 | 12 | 4d ago | |
| DeSRA Dataset prominent subset | prominence-modeling method | IoU0.542 | 12 | 4d ago | |
| DeSRA crowd-sourced (test) | Masks Found110 | 9 | 4d ago | ||
| ArtiBench 1.0 (test) | InternVL3.5-8B + ArtiAgent | Accuracy63 | 7 | 4d ago | |
| JPEG AI edge artifact (full set) | Ours | Precision (PR)0.0835 | 6 | 4d ago | |
| JPEG AI edge artifact prominent 1.0 (test) | prominence-modeling method | Precision11.79 | 6 | 4d ago | |
| Combined 6 SR datasets (BSDS300, Set5, Set14, Urban100, etc.) | ssm jup | Masks Found80 | 6 | 4d ago | |
| TCGA H&E-stained images | DiffusionQC (enhanced) | OOF Sensitivity95.3 | 3 | 4d ago |