Pixel-level Forgery Localization on Columbia
95.68F1SparseViT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SparseViT2026.04 | 95.68 | — | — | — | — | — | 97.7 | |
| CAT-Net2026.04 | 91.5 | — | — | — | — | — | 94.57 | |
| FASA2026.04 | 90.57 | — | — | — | — | — | 95.77 | |
| CoDECategory=Specialist2026.02 | 89.22 | — | — | — | — | 85.31 | — | |
| Mesorch2026.04 | 89.05 | — | — | — | — | — | 90.95 | |
| IML-ViT2026.04 | 88.64 | — | — | — | — | — | 95.44 | |
| TruFor2026.04 | 87.54 | — | — | — | — | — | 89.96 | |
| MaskCLIP2026.04 | 86.81 | — | — | — | — | — | 89.81 | |
| PSCC-Net2026.04 | 85.55 | — | — | — | — | — | 94.58 | |
| ForgeryVCRCategory=MLLMs methods2026.02 | 83.09 | — | — | — | — | 77 | — | |
| ForgeryVCRCategory=MLLMs methods, Evaluation Protocol=visual and textual CoT2026.02 | 82.05 | — | — | — | — | 76.01 | — | |
| TruForCategory=Specialist2026.02 | 76.35 | — | — | — | — | 68.82 | — | |
| SAFIRECategory=Specialist2026.02 | 75.2 | — | — | — | — | 71.91 | — | |
| FakeShieldCategory=MLLMs methods2026.02 | 74.4 | — | — | — | — | 65.81 | — | |
| MVSS-Net2026.04 | 72.74 | — | — | — | — | — | 92.37 | |
| IF-OSNCategory=Specialist2026.02 | 68.56 | — | — | — | — | 57.33 | — | |
| MVSS-NetCategory=Specialist2026.02 | 65.45 | — | — | — | — | 55.54 | — | |
| PIMCategory=Specialist2026.02 | 58.51 | — | — | — | — | 51.22 | — | |
| HDF-NetCategory=Specialist2026.02 | 48.01 | — | — | — | — | 40.64 | — | |
| SIDACategory=MLLMs methods2026.02 | 46.61 | — | — | — | — | 39.44 | — | |
| CAT-Net v2threshold=fixed2022.12 | — | 96.4 | 95.2 | 95.8 | 90.3 | — | — | |
| IF-OSNthreshold=fixed2022.12 | — | 74.1 | 75.2 | 75.6 | 76 | — | — | |
| MVSS-Netthreshold=fixed2022.12 | — | 75.2 | 74.7 | 75.8 | 75.2 | — | — | |
| TruForthreshold=fixed2022.12 | — | 79.7 | 79.8 | 83.5 | 82 | — | — |