| OpenMMSec | SICA | Deepfake EFS95.9 | | 68 | 3mo ago |
| Proposed Dataset RLFN | Ours | F1 Score19.02 | | 28 | 3mo ago |
| Proposed Dataset SPAN | LDL | F1 Score0.1618 | | 28 | 3mo ago |
| Proposed Dataset prominent subset | prominence-modeling method | IoU36.69 | | 28 | 3mo ago |
| DeSRA MSE-SR | Ours | F1-score0.1907 | | 14 | 3mo ago |
| Proposed Dataset Original HR | Ours | F1 Score5.59 | | 14 | 3mo ago |
| Proposed & DeSRA Combined | Ours | Rank2 | | 12 | 3mo ago |
| DeSRA Dataset prominent subset | prominence-modeling method | IoU0.542 | | 12 | 3mo ago |
| DeSRA crowd-sourced (test) | | Masks Found110 | | 9 | 3mo ago |
| ArtiBench 1.0 (test) | InternVL3.5-8B + ArtiAgent | Accuracy63 | | 7 | 3mo ago |
| JPEG AI edge artifact (full set) | Ours | Precision (PR)0.0835 | | 6 | 3mo ago |
| JPEG AI edge artifact prominent 1.0 (test) | prominence-modeling method | Precision11.79 | | 6 | 3mo ago |
| Combined 6 SR datasets (BSDS300, Set5, Set14, Urban100, etc.) | ssm jup | Masks Found80 | | 6 | 3mo ago |
| Per-sample diagnostics Silence noise | VGGish | AUROC100 | | 5 | 26d ago |
| Per-sample diagnostics Cross-class noise | VGGish | AUROC0.9969 | | 5 | 26d ago |
| Per-sample diagnostics Gaussian noise | VGGish | AUROC1 | | 5 | 26d ago |
| TCGA H&E-stained images | DiffusionQC (enhanced) | OOF Sensitivity95.3 | | 3 | 3mo ago |
