Pixel-level Forgery Localization on CASIA v1
72.32F1 ScoreCoDE
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CoDECategory=Specialist2026.02 | 72.32 | — | — | — | — | 63.71 | |
| ForgeryVCRCategory=MLLMs methods2026.02 | 70.92 | — | — | — | — | 65.13 | |
| ForgeryVCRCategory=MLLMs methods, Evaluation Protocol=visual and textual CoT2026.02 | 69.48 | — | — | — | — | 63.99 | |
| TruForCategory=Specialist2026.02 | 68.64 | — | — | — | — | 62.28 | |
| FakeShieldCategory=MLLMs methods2026.02 | 59.4 | — | — | — | — | 53.76 | |
| PIMCategory=Specialist2026.02 | 56.65 | — | — | — | — | 51.22 | |
| IF-OSNCategory=Specialist2026.02 | 50.89 | — | — | — | — | 46.51 | |
| MVSS-NetCategory=Specialist2026.02 | 43.15 | — | — | — | — | 37.92 | |
| HDF-NetCategory=Specialist2026.02 | 34.21 | — | — | — | — | 27.32 | |
| SAFIRECategory=Specialist2026.02 | 33.45 | — | — | — | — | 27.64 | |
| SIDACategory=MLLMs methods2026.02 | 29.48 | — | — | — | — | 25.1 | |
| CAT-Net v2threshold=fixed2022.12 | — | 68.1 | 50.8 | 46.9 | 20.6 | — | |
| IF-OSNthreshold=fixed2022.12 | — | 51.3 | 52.4 | 50.7 | 45.4 | — | |
| MVSS-Netthreshold=fixed2022.12 | — | 46.9 | 44.4 | 48 | 33.9 | — | |
| TruForthreshold=fixed2022.12 | — | 71.6 | 71.3 | 67.6 | 61.5 | — |